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From: Foscore Development Center <workshops@foscoredevelopment.org>
Date: Mon, 17 Apr 2023 20:50:28 +0000
Subject: RE: Invitation to Quantitative Data management, analysis and
 Visualization with Python workshop May 2023
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<P class=3DMsoNormal=20
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<B><SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Times New Roman",serif; COLOR:=
 black; mso-fareast-font-family: "Times New Roman"'>Introduction</SPAN=
></B><SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Times New Roman",serif; mso-fa=
reast-font-family: "Times New Roman"'><o:p></o:p></SPAN></P>
<P class=3DMsoNormal=20
style=3D"BACKGROUND: white; MARGIN: 7.5pt 0cm; LINE-HEIGHT: normal"><S=
PAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Times New Roman",serif; COLOR:=
 black; mso-fareast-font-family: "Times New Roman"'>This=20
comprehensive course will be your guide to learning how to use the pow=
er of=20
Python to analyze big data, create beautiful visualizations, and use p=
owerful=20
machine learning algorithms. This course is designed for both beginner=
s with=20
basic programming experience or experienced developers looking to make=
 the jump=20
to Data Science and big data Analysis.</SPAN><SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Times New Roman",serif; COLOR:=
 #3f3f3f; LETTER-SPACING: 0.15pt; mso-fareast-font-family: "Times New =
Roman"'>&nbsp;Python=20
has been one of the most adaptable, and robust open-source languages t=
hat are=20
easy to learn and uses powerful libraries for data manipulation and an=
alysis.=20
For many years now, Python has been used in scientific computing and=20
mathematical domains such as physics, finance, oil and gas, and signal=
=20
processing.This Big Data Analytics with Python course provides a compl=
ete=20
overview of data analysis techniques using Python. A Data Scientist is=
 one of=20
the strongest professions today and Python is a crucial skill for such=
 roles.The=20
Big Data Analytics with Python course teaches you to master the concep=
ts of=20
Python programming. Through this training, you will gain knowledge of =
the=20
essential tools of Data Analytics with Python.</SPAN><SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Times New Roman",serif; mso-fa=
reast-font-family: "Times New Roman"'><o:p></o:p></SPAN></P>
<P class=3DMsoNormal=20
style=3D"BACKGROUND: white; MARGIN: 0cm 0cm 0pt; LINE-HEIGHT: normal">=
<SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Times New Roman",serif; COLOR:=
 black; mso-fareast-font-family: "Times New Roman"'>&nbsp;</SPAN><SPAN=
=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Times New Roman",serif; mso-fa=
reast-font-family: "Times New Roman"'><o:p></o:p></SPAN></P>
<P class=3DMsoNormal=20
style=3D"BACKGROUND: white; TEXT-ALIGN: justify; MARGIN: 0cm 0cm 0pt; =
LINE-HEIGHT: 13.85pt"><B><SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Times New Roman",serif; COLOR:=
 #993300; mso-fareast-font-family: "Times New Roman"'>DURATION</SPAN><=
/B><SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Times New Roman",serif; mso-fa=
reast-font-family: "Times New Roman"'><o:p></o:p></SPAN></P>
<P class=3DMsoNormal=20
style=3D"BACKGROUND: white; TEXT-ALIGN: justify; MARGIN: 0cm 0cm 0pt; =
LINE-HEIGHT: 13.85pt"><SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Times New Roman",serif; COLOR:=
 black; mso-fareast-font-family: "Times New Roman"'>10=20
Days</SPAN><SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Times New Roman",serif; mso-fa=
reast-font-family: "Times New Roman"'><o:p></o:p></SPAN></P>
<P class=3DMsoNormal=20
style=3D"BACKGROUND: white; MARGIN: 0cm 0cm 0pt; LINE-HEIGHT: normal">=
<SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Times New Roman",serif; COLOR:=
 black; mso-fareast-font-family: "Times New Roman"'>&nbsp;</SPAN><SPAN=
=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Times New Roman",serif; mso-fa=
reast-font-family: "Times New Roman"'><o:p></o:p></SPAN></P>
<P class=3DMsoNormal=20
style=3D"BACKGROUND: white; MARGIN: 0cm 0cm 0pt; LINE-HEIGHT: normal">=
<B><SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Times New Roman",serif; COLOR:=
 black; mso-fareast-font-family: "Times New Roman"'>Course=20
Objective</SPAN></B><SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Times New Roman",serif; mso-fa=
reast-font-family: "Times New Roman"'><o:p></o:p></SPAN></P>
<P class=3DMsoNormal=20
style=3D"BACKGROUND: white; MARGIN: 0cm 0cm 0pt 24.75pt; LINE-HEIGHT: =
normal; TEXT-INDENT: -18pt; mso-margin-top-alt: auto; mso-list: l0 lev=
el1 lfo1; tab-stops: list 36.0pt"><SPAN=20
style=3D"FONT-SIZE: 10pt; FONT-FAMILY: Symbol; COLOR: black; mso-farea=
st-font-family: Symbol; mso-bidi-font-family: Symbol; mso-bidi-font-si=
ze: 12.0pt"><SPAN=20
style=3D"mso-list: Ignore">&middot;<SPAN=20
style=3D'FONT: 7pt "Times New Roman"'>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&n=
bsp;&nbsp;&nbsp;=20
</SPAN></SPAN></SPAN><SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Times New Roman",serif; COLOR:=
 black; mso-fareast-font-family: "Times New Roman"'>Research=20
Design<o:p></o:p></SPAN></P>
<P class=3DMsoNormal=20
style=3D"BACKGROUND: white; MARGIN: 0cm 0cm 0pt 24.75pt; LINE-HEIGHT: =
normal; TEXT-INDENT: -18pt; mso-margin-top-alt: auto; mso-list: l0 lev=
el1 lfo1; tab-stops: list 36.0pt"><SPAN=20
style=3D"FONT-SIZE: 10pt; FONT-FAMILY: Symbol; COLOR: black; mso-farea=
st-font-family: Symbol; mso-bidi-font-family: Symbol; mso-bidi-font-si=
ze: 12.0pt"><SPAN=20
style=3D"mso-list: Ignore">&middot;<SPAN=20
style=3D'FONT: 7pt "Times New Roman"'>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&n=
bsp;&nbsp;&nbsp;=20
</SPAN></SPAN></SPAN><SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Times New Roman",serif; COLOR:=
 black; mso-fareast-font-family: "Times New Roman"'>Python=20
for Data Science and Machine<o:p></o:p></SPAN></P>
<P class=3DMsoNormal=20
style=3D"BACKGROUND: white; MARGIN: 0cm 0cm 0pt 24.75pt; LINE-HEIGHT: =
normal; TEXT-INDENT: -18pt; mso-margin-top-alt: auto; mso-list: l0 lev=
el1 lfo1; tab-stops: list 36.0pt"><SPAN=20
style=3D"FONT-SIZE: 10pt; FONT-FAMILY: Symbol; COLOR: black; mso-farea=
st-font-family: Symbol; mso-bidi-font-family: Symbol; mso-bidi-font-si=
ze: 12.0pt"><SPAN=20
style=3D"mso-list: Ignore">&middot;<SPAN=20
style=3D'FONT: 7pt "Times New Roman"'>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&n=
bsp;&nbsp;&nbsp;=20
</SPAN></SPAN></SPAN><SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Times New Roman",serif; COLOR:=
 black; mso-fareast-font-family: "Times New Roman"'>Spark=20
for Big Data Analysis<o:p></o:p></SPAN></P>
<P class=3DMsoNormal=20
style=3D"BACKGROUND: white; MARGIN: 0cm 0cm 0pt 24.75pt; LINE-HEIGHT: =
normal; TEXT-INDENT: -18pt; mso-margin-top-alt: auto; mso-list: l0 lev=
el1 lfo1; tab-stops: list 36.0pt"><SPAN=20
style=3D"FONT-SIZE: 10pt; FONT-FAMILY: Symbol; COLOR: black; mso-farea=
st-font-family: Symbol; mso-bidi-font-family: Symbol; mso-bidi-font-si=
ze: 12.0pt"><SPAN=20
style=3D"mso-list: Ignore">&middot;<SPAN=20
style=3D'FONT: 7pt "Times New Roman"'>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&n=
bsp;&nbsp;&nbsp;=20
</SPAN></SPAN></SPAN><SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Times New Roman",serif; COLOR:=
 black; mso-fareast-font-family: "Times New Roman"'>Programmatically=20
download and analyse data<o:p></o:p></SPAN></P>
<P class=3DMsoNormal=20
style=3D"BACKGROUND: white; MARGIN: 0cm 0cm 0pt 24.75pt; LINE-HEIGHT: =
normal; TEXT-INDENT: -18pt; mso-margin-top-alt: auto; mso-list: l0 lev=
el1 lfo1; tab-stops: list 36.0pt"><SPAN=20
style=3D"FONT-SIZE: 10pt; FONT-FAMILY: Symbol; COLOR: black; mso-farea=
st-font-family: Symbol; mso-bidi-font-family: Symbol; mso-bidi-font-si=
ze: 12.0pt"><SPAN=20
style=3D"mso-list: Ignore">&middot;<SPAN=20
style=3D'FONT: 7pt "Times New Roman"'>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&n=
bsp;&nbsp;&nbsp;=20
</SPAN></SPAN></SPAN><SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Times New Roman",serif; COLOR:=
 black; mso-fareast-font-family: "Times New Roman"'>Practise=20
techniques to manage various types of data &#8211; ordinal, categorica=
l,=20
encoding<o:p></o:p></SPAN></P>
<P class=3DMsoNormal=20
style=3D"BACKGROUND: white; MARGIN: 0cm 0cm 0pt 24.75pt; LINE-HEIGHT: =
normal; TEXT-INDENT: -18pt; mso-margin-top-alt: auto; mso-list: l0 lev=
el1 lfo1; tab-stops: list 36.0pt"><SPAN=20
style=3D"FONT-SIZE: 10pt; FONT-FAMILY: Symbol; COLOR: black; mso-farea=
st-font-family: Symbol; mso-bidi-font-family: Symbol; mso-bidi-font-si=
ze: 12.0pt"><SPAN=20
style=3D"mso-list: Ignore">&middot;<SPAN=20
style=3D'FONT: 7pt "Times New Roman"'>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&n=
bsp;&nbsp;&nbsp;=20
</SPAN></SPAN></SPAN><SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Times New Roman",serif; COLOR:=
 black; mso-fareast-font-family: "Times New Roman"'>Learn=20
data visualisation<o:p></o:p></SPAN></P>
<P class=3DMsoNormal=20
style=3D"BACKGROUND: white; MARGIN: 0cm 0cm 0pt 24.75pt; LINE-HEIGHT: =
normal; TEXT-INDENT: -18pt; mso-margin-top-alt: auto; mso-list: l0 lev=
el1 lfo1; tab-stops: list 36.0pt"><SPAN=20
style=3D"FONT-SIZE: 10pt; FONT-FAMILY: Symbol; COLOR: black; mso-farea=
st-font-family: Symbol; mso-bidi-font-family: Symbol; mso-bidi-font-si=
ze: 12.0pt"><SPAN=20
style=3D"mso-list: Ignore">&middot;<SPAN=20
style=3D'FONT: 7pt "Times New Roman"'>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&n=
bsp;&nbsp;&nbsp;=20
</SPAN></SPAN></SPAN><SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Times New Roman",serif; COLOR:=
 black; mso-fareast-font-family: "Times New Roman"'>Master=20
the art of performing step-by-step data analysis<o:p></o:p></SPAN></P>
<P class=3DMsoNormal=20
style=3D"BACKGROUND: white; MARGIN: 0cm 0cm 0pt 24.75pt; LINE-HEIGHT: =
normal; TEXT-INDENT: -18pt; mso-margin-top-alt: auto; mso-list: l0 lev=
el1 lfo1; tab-stops: list 36.0pt"><SPAN=20
style=3D"FONT-SIZE: 10pt; FONT-FAMILY: Symbol; COLOR: black; mso-farea=
st-font-family: Symbol; mso-bidi-font-family: Symbol; mso-bidi-font-si=
ze: 12.0pt"><SPAN=20
style=3D"mso-list: Ignore">&middot;<SPAN=20
style=3D'FONT: 7pt "Times New Roman"'>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&n=
bsp;&nbsp;&nbsp;=20
</SPAN></SPAN></SPAN><SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Times New Roman",serif; COLOR:=
 black; mso-fareast-font-family: "Times New Roman"'>Gain=20
information on the roles of a Machine Learning Engineer<o:p></o:p></SP=
AN></P>
<P class=3DMsoNormal=20
style=3D"BACKGROUND: white; MARGIN: 0cm 0cm 0pt 24.75pt; LINE-HEIGHT: =
normal; TEXT-INDENT: -18pt; mso-margin-top-alt: auto; mso-list: l0 lev=
el1 lfo1; tab-stops: list 36.0pt"><SPAN=20
style=3D"FONT-SIZE: 10pt; FONT-FAMILY: Symbol; COLOR: black; mso-farea=
st-font-family: Symbol; mso-bidi-font-family: Symbol; mso-bidi-font-si=
ze: 12.0pt"><SPAN=20
style=3D"mso-list: Ignore">&middot;<SPAN=20
style=3D'FONT: 7pt "Times New Roman"'>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&n=
bsp;&nbsp;&nbsp;=20
</SPAN></SPAN></SPAN><SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Times New Roman",serif; COLOR:=
 black; mso-fareast-font-family: "Times New Roman"'>Describe=20
Machine Learning<o:p></o:p></SPAN></P>
<P class=3DMsoNormal=20
style=3D"BACKGROUND: white; MARGIN: 0cm 0cm 0pt 24.75pt; LINE-HEIGHT: =
normal; TEXT-INDENT: -18pt; mso-margin-top-alt: auto; mso-list: l0 lev=
el1 lfo1; tab-stops: list 36.0pt"><SPAN=20
style=3D"FONT-SIZE: 10pt; FONT-FAMILY: Symbol; COLOR: black; mso-farea=
st-font-family: Symbol; mso-bidi-font-family: Symbol; mso-bidi-font-si=
ze: 12.0pt"><SPAN=20
style=3D"mso-list: Ignore">&middot;<SPAN=20
style=3D'FONT: 7pt "Times New Roman"'>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&n=
bsp;&nbsp;&nbsp;=20
</SPAN></SPAN></SPAN><SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Times New Roman",serif; COLOR:=
 black; mso-fareast-font-family: "Times New Roman"'>Work=20
with real-time data<o:p></o:p></SPAN></P>
<P class=3DMsoNormal=20
style=3D"BACKGROUND: white; MARGIN: 0cm 0cm 0pt 24.75pt; LINE-HEIGHT: =
normal; TEXT-INDENT: -18pt; mso-margin-top-alt: auto; mso-list: l0 lev=
el1 lfo1; tab-stops: list 36.0pt"><SPAN=20
style=3D"FONT-SIZE: 10pt; FONT-FAMILY: Symbol; COLOR: black; mso-farea=
st-font-family: Symbol; mso-bidi-font-family: Symbol; mso-bidi-font-si=
ze: 12.0pt"><SPAN=20
style=3D"mso-list: Ignore">&middot;<SPAN=20
style=3D'FONT: 7pt "Times New Roman"'>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&n=
bsp;&nbsp;&nbsp;=20
</SPAN></SPAN></SPAN><SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Times New Roman",serif; COLOR:=
 black; mso-fareast-font-family: "Times New Roman"'>Learn=20
tools and techniques for predictive modelling<o:p></o:p></SPAN></P>
<P class=3DMsoNormal=20
style=3D"BACKGROUND: white; MARGIN: 0cm 0cm 0pt 24.75pt; LINE-HEIGHT: =
normal; TEXT-INDENT: -18pt; mso-margin-top-alt: auto; mso-list: l0 lev=
el1 lfo1; tab-stops: list 36.0pt"><SPAN=20
style=3D"FONT-SIZE: 10pt; FONT-FAMILY: Symbol; COLOR: black; mso-farea=
st-font-family: Symbol; mso-bidi-font-family: Symbol; mso-bidi-font-si=
ze: 12.0pt"><SPAN=20
style=3D"mso-list: Ignore">&middot;<SPAN=20
style=3D'FONT: 7pt "Times New Roman"'>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&n=
bsp;&nbsp;&nbsp;=20
</SPAN></SPAN></SPAN><SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Times New Roman",serif; COLOR:=
 black; mso-fareast-font-family: "Times New Roman"'>Discuss=20
Machine Learning algorithms and their implementation<o:p></o:p></SPAN>=
</P>
<P class=3DMsoNormal=20
style=3D"BACKGROUND: white; MARGIN: 0cm 0cm 0pt 24.75pt; LINE-HEIGHT: =
normal; TEXT-INDENT: -18pt; mso-margin-top-alt: auto; mso-list: l0 lev=
el1 lfo1; tab-stops: list 36.0pt"><SPAN=20
style=3D"FONT-SIZE: 10pt; FONT-FAMILY: Symbol; COLOR: black; mso-farea=
st-font-family: Symbol; mso-bidi-font-family: Symbol; mso-bidi-font-si=
ze: 12.0pt"><SPAN=20
style=3D"mso-list: Ignore">&middot;<SPAN=20
style=3D'FONT: 7pt "Times New Roman"'>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&n=
bsp;&nbsp;&nbsp;=20
</SPAN></SPAN></SPAN><SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Times New Roman",serif; COLOR:=
 black; mso-fareast-font-family: "Times New Roman"'>Validate=20
Machine Learning algorithms<o:p></o:p></SPAN></P>
<P class=3DMsoNormal=20
style=3D"BACKGROUND: white; MARGIN: 0cm 0cm 0pt 24.75pt; LINE-HEIGHT: =
normal; TEXT-INDENT: -18pt; mso-margin-top-alt: auto; mso-list: l0 lev=
el1 lfo1; tab-stops: list 36.0pt"><SPAN=20
style=3D"FONT-SIZE: 10pt; FONT-FAMILY: Symbol; COLOR: black; mso-farea=
st-font-family: Symbol; mso-bidi-font-family: Symbol; mso-bidi-font-si=
ze: 12.0pt"><SPAN=20
style=3D"mso-list: Ignore">&middot;<SPAN=20
style=3D'FONT: 7pt "Times New Roman"'>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&n=
bsp;&nbsp;&nbsp;=20
</SPAN></SPAN></SPAN><SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Times New Roman",serif; COLOR:=
 black; mso-fareast-font-family: "Times New Roman"'>Explain=20
Time Series and its related concepts<o:p></o:p></SPAN></P>
<P class=3DMsoNormal=20
style=3D"BACKGROUND: white; MARGIN: 0cm 0cm 0pt 24.75pt; LINE-HEIGHT: =
normal; TEXT-INDENT: -18pt; mso-margin-top-alt: auto; mso-list: l0 lev=
el1 lfo1; tab-stops: list 36.0pt"><SPAN=20
style=3D"FONT-SIZE: 10pt; FONT-FAMILY: Symbol; COLOR: black; mso-farea=
st-font-family: Symbol; mso-bidi-font-family: Symbol; mso-bidi-font-si=
ze: 12.0pt"><SPAN=20
style=3D"mso-list: Ignore">&middot;<SPAN=20
style=3D'FONT: 7pt "Times New Roman"'>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&n=
bsp;&nbsp;&nbsp;=20
</SPAN></SPAN></SPAN><SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Times New Roman",serif; COLOR:=
 black; mso-fareast-font-family: "Times New Roman"'>Perform=20
Text Mining and Sentimental analysis<o:p></o:p></SPAN></P>
<P class=3DMsoNormal=20
style=3D"BACKGROUND: white; MARGIN: 0cm 0cm 0pt 6.75pt; LINE-HEIGHT: n=
ormal"><B><SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Times New Roman",serif; COLOR:=
 black; mso-fareast-font-family: "Times New Roman"'>&nbsp;</SPAN></B><=
SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Times New Roman",serif; mso-fa=
reast-font-family: "Times New Roman"'><o:p></o:p></SPAN></P>
<P class=3DMsoNormal=20
style=3D"BACKGROUND: white; MARGIN: 0cm 0cm 0pt; LINE-HEIGHT: 13.85pt"=
><B><SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Times New Roman",serif; COLOR:=
 #993300; mso-fareast-font-family: "Times New Roman"'>WHO=20
SHOULD ATTEND?</SPAN></B><SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Times New Roman",serif; mso-fa=
reast-font-family: "Times New Roman"'><o:p></o:p></SPAN></P>
<P class=3DMsoNormal=20
style=3D"BACKGROUND: white; MARGIN: 0cm 0cm 0pt 24.75pt; LINE-HEIGHT: =
normal; TEXT-INDENT: -18pt; mso-margin-top-alt: auto; mso-list: l1 lev=
el1 lfo2; tab-stops: list 36.0pt"><SPAN=20
style=3D"FONT-SIZE: 10pt; FONT-FAMILY: Symbol; COLOR: black; mso-farea=
st-font-family: Symbol; mso-bidi-font-family: Symbol; mso-bidi-font-si=
ze: 12.0pt"><SPAN=20
style=3D"mso-list: Ignore">&middot;<SPAN=20
style=3D'FONT: 7pt "Times New Roman"'>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&n=
bsp;&nbsp;&nbsp;=20
</SPAN></SPAN></SPAN><SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Times New Roman",serif; COLOR:=
 black; mso-fareast-font-family: "Times New Roman"'>Analytics=20
Team Managers<o:p></o:p></SPAN></P>
<P class=3DMsoNormal=20
style=3D"BACKGROUND: white; MARGIN: 0cm 0cm 0pt 24.75pt; LINE-HEIGHT: =
normal; TEXT-INDENT: -18pt; mso-margin-top-alt: auto; mso-list: l1 lev=
el1 lfo2; tab-stops: list 36.0pt"><SPAN=20
style=3D"FONT-SIZE: 10pt; FONT-FAMILY: Symbol; COLOR: black; mso-farea=
st-font-family: Symbol; mso-bidi-font-family: Symbol; mso-bidi-font-si=
ze: 12.0pt"><SPAN=20
style=3D"mso-list: Ignore">&middot;<SPAN=20
style=3D'FONT: 7pt "Times New Roman"'>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&n=
bsp;&nbsp;&nbsp;=20
</SPAN></SPAN></SPAN><SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Times New Roman",serif; COLOR:=
 black; mso-fareast-font-family: "Times New Roman"'>Business=20
Analysts who want to comprehend Machine Learning concepts<o:p></o:p></=
SPAN></P>
<P class=3DMsoNormal=20
style=3D"BACKGROUND: white; MARGIN: 0cm 0cm 0pt 24.75pt; LINE-HEIGHT: =
normal; TEXT-INDENT: -18pt; mso-margin-top-alt: auto; mso-list: l1 lev=
el1 lfo2; tab-stops: list 36.0pt"><SPAN=20
style=3D"FONT-SIZE: 10pt; FONT-FAMILY: Symbol; COLOR: black; mso-farea=
st-font-family: Symbol; mso-bidi-font-family: Symbol; mso-bidi-font-si=
ze: 12.0pt"><SPAN=20
style=3D"mso-list: Ignore">&middot;<SPAN=20
style=3D'FONT: 7pt "Times New Roman"'>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&n=
bsp;&nbsp;&nbsp;=20
</SPAN></SPAN></SPAN><SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Times New Roman",serif; COLOR:=
 black; mso-fareast-font-family: "Times New Roman"'>Information=20
Architects who want to gain proficiency in Predictive=20
Analytics<o:p></o:p></SPAN></P>
<P class=3DMsoNormal=20
style=3D"BACKGROUND: white; MARGIN: 0cm 0cm 0pt 24.75pt; LINE-HEIGHT: =
normal; TEXT-INDENT: -18pt; mso-margin-top-alt: auto; mso-list: l1 lev=
el1 lfo2; tab-stops: list 36.0pt"><SPAN=20
style=3D"FONT-SIZE: 10pt; FONT-FAMILY: Symbol; COLOR: black; mso-farea=
st-font-family: Symbol; mso-bidi-font-family: Symbol; mso-bidi-font-si=
ze: 12.0pt"><SPAN=20
style=3D"mso-list: Ignore">&middot;<SPAN=20
style=3D'FONT: 7pt "Times New Roman"'>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&n=
bsp;&nbsp;&nbsp;=20
</SPAN></SPAN></SPAN><SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Times New Roman",serif; COLOR:=
 black; mso-fareast-font-family: "Times New Roman"'>Programmers,=20
Developers, Technical Leads, Architects<o:p></o:p></SPAN></P>
<P class=3DMsoNormal=20
style=3D"BACKGROUND: white; MARGIN: 0cm 0cm 0pt 24.75pt; LINE-HEIGHT: =
normal; TEXT-INDENT: -18pt; mso-margin-top-alt: auto; mso-list: l1 lev=
el1 lfo2; tab-stops: list 36.0pt"><SPAN=20
style=3D"FONT-SIZE: 10pt; FONT-FAMILY: Symbol; COLOR: black; mso-farea=
st-font-family: Symbol; mso-bidi-font-family: Symbol; mso-bidi-font-si=
ze: 12.0pt"><SPAN=20
style=3D"mso-list: Ignore">&middot;<SPAN=20
style=3D'FONT: 7pt "Times New Roman"'>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&n=
bsp;&nbsp;&nbsp;=20
</SPAN></SPAN></SPAN><SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Times New Roman",serif; COLOR:=
 black; mso-fareast-font-family: "Times New Roman"'>Individuals=20
aspiring to be Machine Learning Engineers<o:p></o:p></SPAN></P>
<P class=3DMsoNormal=20
style=3D"BACKGROUND: white; MARGIN: 0cm 0cm 0pt 24.75pt; LINE-HEIGHT: =
normal; TEXT-INDENT: -18pt; mso-margin-top-alt: auto; mso-list: l1 lev=
el1 lfo2; tab-stops: list 36.0pt"><SPAN=20
style=3D"FONT-SIZE: 10pt; FONT-FAMILY: Symbol; COLOR: black; mso-farea=
st-font-family: Symbol; mso-bidi-font-family: Symbol; mso-bidi-font-si=
ze: 12.0pt"><SPAN=20
style=3D"mso-list: Ignore">&middot;<SPAN=20
style=3D'FONT: 7pt "Times New Roman"'>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&n=
bsp;&nbsp;&nbsp;=20
</SPAN></SPAN></SPAN><SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Times New Roman",serif; COLOR:=
 black; mso-fareast-font-family: "Times New Roman"'>Professionals=20
who want to develop automatic predictive models using data<o:p></o:p><=
/SPAN></P>
<P class=3DMsoNormal=20
style=3D"BACKGROUND: white; MARGIN: 0cm 0cm 0pt 6.75pt; LINE-HEIGHT: n=
ormal"><B><SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Times New Roman",serif; COLOR:=
 black; mso-fareast-font-family: "Times New Roman"'>&nbsp;</SPAN></B><=
SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Times New Roman",serif; mso-fa=
reast-font-family: "Times New Roman"'><o:p></o:p></SPAN></P>
<P class=3DMsoNormal=20
style=3D"BACKGROUND: white; MARGIN: 0cm 0cm 0pt; LINE-HEIGHT: normal">=
<B><SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Times New Roman",serif; COLOR:=
 black; mso-fareast-font-family: "Times New Roman"'>Course=20
content</SPAN></B><SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Times New Roman",serif; mso-fa=
reast-font-family: "Times New Roman"'><o:p></o:p></SPAN></P>
<P class=3DMsoNormal=20
style=3D"BACKGROUND: white; MARGIN: 0cm 0cm 0pt; LINE-HEIGHT: normal">=
<B><SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Times New Roman",serif; COLOR:=
 black; mso-fareast-font-family: "Times New Roman"'>Module1:&nbsp;Basi=
c=20
statistical terms and concepts</SPAN></B><SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Times New Roman",serif; mso-fa=
reast-font-family: "Times New Roman"'><o:p></o:p></SPAN></P>
<P class=3DMsoNormal=20
style=3D"BACKGROUND: white; MARGIN: 0cm 0cm 0pt 6.75pt; LINE-HEIGHT: n=
ormal; TEXT-INDENT: -18pt"><SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Times New Roman",serif; COLOR:=
 black; mso-fareast-font-family: "Times New Roman"'>&middot;&nbsp;&nbs=
p;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;Introduction=20
to statistical concepts</SPAN><SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Times New Roman",serif; mso-fa=
reast-font-family: "Times New Roman"'><o:p></o:p></SPAN></P>
<P class=3DMsoNormal=20
style=3D"BACKGROUND: white; MARGIN: 0cm 0cm 0pt 6.75pt; LINE-HEIGHT: n=
ormal; TEXT-INDENT: -18pt"><SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Times New Roman",serif; COLOR:=
 black; mso-fareast-font-family: "Times New Roman"'>&middot;&nbsp;&nbs=
p;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;Descriptive=20
Statistics</SPAN><SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Times New Roman",serif; mso-fa=
reast-font-family: "Times New Roman"'><o:p></o:p></SPAN></P>
<P class=3DMsoNormal=20
style=3D"BACKGROUND: white; MARGIN: 0cm 0cm 0pt 6.75pt; LINE-HEIGHT: n=
ormal; TEXT-INDENT: -18pt"><SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Times New Roman",serif; COLOR:=
 black; mso-fareast-font-family: "Times New Roman"'>&middot;&nbsp;&nbs=
p;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;Inferential=20
statistics</SPAN><SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Times New Roman",serif; mso-fa=
reast-font-family: "Times New Roman"'><o:p></o:p></SPAN></P>
<P class=3DMsoNormal=20
style=3D"BACKGROUND: white; MARGIN: 0cm 0cm 0pt; LINE-HEIGHT: normal">=
<B><SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Times New Roman",serif; COLOR:=
 black; mso-fareast-font-family: "Times New Roman"'>Module=20
2:Research Design</SPAN></B><SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Times New Roman",serif; mso-fa=
reast-font-family: "Times New Roman"'><o:p></o:p></SPAN></P>
<P class=3DMsoNormal=20
style=3D"BACKGROUND: white; MARGIN: 0cm 0cm 0pt 6.75pt; LINE-HEIGHT: n=
ormal; TEXT-INDENT: -18pt"><SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Times New Roman",serif; COLOR:=
 black; mso-fareast-font-family: "Times New Roman"'>&middot;&nbsp;&nbs=
p;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;The=20
role and purpose of research design</SPAN><SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Times New Roman",serif; mso-fa=
reast-font-family: "Times New Roman"'><o:p></o:p></SPAN></P>
<P class=3DMsoNormal=20
style=3D"BACKGROUND: white; MARGIN: 0cm 0cm 0pt 6.75pt; LINE-HEIGHT: n=
ormal; TEXT-INDENT: -18pt"><SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Times New Roman",serif; COLOR:=
 black; mso-fareast-font-family: "Times New Roman"'>&middot;&nbsp;&nbs=
p;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;Types=20
of research designs</SPAN><SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Times New Roman",serif; mso-fa=
reast-font-family: "Times New Roman"'><o:p></o:p></SPAN></P>
<P class=3DMsoNormal=20
style=3D"BACKGROUND: white; MARGIN: 0cm 0cm 0pt 6.75pt; LINE-HEIGHT: n=
ormal; TEXT-INDENT: -18pt"><SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Times New Roman",serif; COLOR:=
 black; mso-fareast-font-family: "Times New Roman"'>&middot;&nbsp;&nbs=
p;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;The=20
research process</SPAN><SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Times New Roman",serif; mso-fa=
reast-font-family: "Times New Roman"'><o:p></o:p></SPAN></P>
<P class=3DMsoNormal=20
style=3D"BACKGROUND: white; MARGIN: 0cm 0cm 0pt 6.75pt; LINE-HEIGHT: n=
ormal; TEXT-INDENT: -18pt"><SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Times New Roman",serif; COLOR:=
 black; mso-fareast-font-family: "Times New Roman"'>&middot;&nbsp;&nbs=
p;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;Which=20
method to choose?</SPAN><SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Times New Roman",serif; mso-fa=
reast-font-family: "Times New Roman"'><o:p></o:p></SPAN></P>
<P class=3DMsoNormal=20
style=3D"BACKGROUND: white; MARGIN: 0cm 0cm 0pt 6.75pt; LINE-HEIGHT: n=
ormal; TEXT-INDENT: -18pt"><SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Times New Roman",serif; COLOR:=
 black; mso-fareast-font-family: "Times New Roman"'>&middot;&nbsp;&nbs=
p;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;Exercise:=20
Identify a project of choice and developing a research design</SPAN><S=
PAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Times New Roman",serif; mso-fa=
reast-font-family: "Times New Roman"'><o:p></o:p></SPAN></P>
<P class=3DMsoNormal=20
style=3D"BACKGROUND: white; MARGIN: 0cm 0cm 0pt; LINE-HEIGHT: normal">=
<B><SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Times New Roman",serif; COLOR:=
 black; mso-fareast-font-family: "Times New Roman"'>Module=20
3: Survey Planning, Implementation and Completion</SPAN></B><SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Times New Roman",serif; mso-fa=
reast-font-family: "Times New Roman"'><o:p></o:p></SPAN></P>
<P class=3DMsoNormal=20
style=3D"BACKGROUND: white; MARGIN: 0cm 0cm 0pt 6.75pt; LINE-HEIGHT: n=
ormal; TEXT-INDENT: -18pt"><SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Times New Roman",serif; COLOR:=
 black; mso-fareast-font-family: "Times New Roman"'>&middot;&nbsp;&nbs=
p;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;Types=20
of surveys</SPAN><SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Times New Roman",serif; mso-fa=
reast-font-family: "Times New Roman"'><o:p></o:p></SPAN></P>
<P class=3DMsoNormal=20
style=3D"BACKGROUND: white; MARGIN: 0cm 0cm 0pt 6.75pt; LINE-HEIGHT: n=
ormal; TEXT-INDENT: -18pt"><SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Times New Roman",serif; COLOR:=
 black; mso-fareast-font-family: "Times New Roman"'>&middot;&nbsp;&nbs=
p;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;The=20
survey process</SPAN><SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Times New Roman",serif; mso-fa=
reast-font-family: "Times New Roman"'><o:p></o:p></SPAN></P>
<P class=3DMsoNormal=20
style=3D"BACKGROUND: white; MARGIN: 0cm 0cm 0pt 6.75pt; LINE-HEIGHT: n=
ormal; TEXT-INDENT: -18pt"><SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Times New Roman",serif; COLOR:=
 black; mso-fareast-font-family: "Times New Roman"'>&middot;&nbsp;&nbs=
p;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;Survey=20
design</SPAN><SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Times New Roman",serif; mso-fa=
reast-font-family: "Times New Roman"'><o:p></o:p></SPAN></P>
<P class=3DMsoNormal=20
style=3D"BACKGROUND: white; MARGIN: 0cm 0cm 0pt 6.75pt; LINE-HEIGHT: n=
ormal; TEXT-INDENT: -18pt"><SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Times New Roman",serif; COLOR:=
 black; mso-fareast-font-family: "Times New Roman"'>&middot;&nbsp;&nbs=
p;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;Methods=20
of survey sampling</SPAN><SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Times New Roman",serif; mso-fa=
reast-font-family: "Times New Roman"'><o:p></o:p></SPAN></P>
<P class=3DMsoNormal=20
style=3D"BACKGROUND: white; MARGIN: 0cm 0cm 0pt 6.75pt; LINE-HEIGHT: n=
ormal; TEXT-INDENT: -18pt"><SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Times New Roman",serif; COLOR:=
 black; mso-fareast-font-family: "Times New Roman"'>&middot;&nbsp;&nbs=
p;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;Determining=20
the Sample size</SPAN><SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Times New Roman",serif; mso-fa=
reast-font-family: "Times New Roman"'><o:p></o:p></SPAN></P>
<P class=3DMsoNormal=20
style=3D"BACKGROUND: white; MARGIN: 0cm 0cm 0pt 6.75pt; LINE-HEIGHT: n=
ormal; TEXT-INDENT: -18pt"><SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Times New Roman",serif; COLOR:=
 black; mso-fareast-font-family: "Times New Roman"'>&middot;&nbsp;&nbs=
p;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;Planning=20
a survey</SPAN><SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Times New Roman",serif; mso-fa=
reast-font-family: "Times New Roman"'><o:p></o:p></SPAN></P>
<P class=3DMsoNormal=20
style=3D"BACKGROUND: white; MARGIN: 0cm 0cm 0pt 6.75pt; LINE-HEIGHT: n=
ormal; TEXT-INDENT: -18pt"><SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Times New Roman",serif; COLOR:=
 black; mso-fareast-font-family: "Times New Roman"'>&middot;&nbsp;&nbs=
p;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;Conducting=20
the survey</SPAN><SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Times New Roman",serif; mso-fa=
reast-font-family: "Times New Roman"'><o:p></o:p></SPAN></P>
<P class=3DMsoNormal=20
style=3D"BACKGROUND: white; MARGIN: 0cm 0cm 0pt 6.75pt; LINE-HEIGHT: n=
ormal; TEXT-INDENT: -18pt"><SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Times New Roman",serif; COLOR:=
 black; mso-fareast-font-family: "Times New Roman"'>&middot;&nbsp;&nbs=
p;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;After=20
the survey</SPAN><SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Times New Roman",serif; mso-fa=
reast-font-family: "Times New Roman"'><o:p></o:p></SPAN></P>
<P class=3DMsoNormal=20
style=3D"BACKGROUND: white; MARGIN: 0cm 0cm 0pt 6.75pt; LINE-HEIGHT: n=
ormal; TEXT-INDENT: -18pt"><SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Times New Roman",serif; COLOR:=
 black; mso-fareast-font-family: "Times New Roman"'>&middot;&nbsp;&nbs=
p;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;Exercise:=20
Planning for a survey based on the research design selected</SPAN><SPA=
N=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Times New Roman",serif; mso-fa=
reast-font-family: "Times New Roman"'><o:p></o:p></SPAN></P>
<P class=3DMsoNormal=20
style=3D"BACKGROUND: white; MARGIN: 0cm 0cm 0pt; LINE-HEIGHT: normal">=
<B><SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Times New Roman",serif; COLOR:=
 black; mso-fareast-font-family: "Times New Roman"'>&nbsp;</SPAN></B><=
SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Times New Roman",serif; mso-fa=
reast-font-family: "Times New Roman"'><o:p></o:p></SPAN></P>
<P class=3DMsoNormal=20
style=3D"BACKGROUND: white; MARGIN: 0cm 0cm 0pt; LINE-HEIGHT: normal">=
<B><SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Times New Roman",serif; COLOR:=
 #3f3f3f; LETTER-SPACING: 0.15pt; mso-fareast-font-family: "Times New =
Roman"'>MODULE=20
4: DATA SCIENCE OVERVIEW</SPAN></B><SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Times New Roman",serif; mso-fa=
reast-font-family: "Times New Roman"'><o:p></o:p></SPAN></P>
<P class=3DMsoNormal=20
style=3D"BACKGROUND: white; MARGIN: 0cm 0cm 0pt 3.75pt; LINE-HEIGHT: n=
ormal; TEXT-INDENT: -18pt"><SPAN=20
style=3D'FONT-SIZE: 10pt; FONT-FAMILY: Symbol; COLOR: #3f3f3f; mso-far=
east-font-family: "Times New Roman"; mso-bidi-font-family: "Times New =
Roman"'>&middot;</SPAN><SPAN=20
style=3D'FONT-SIZE: 7pt; FONT-FAMILY: "Times New Roman",serif; COLOR: =
#3f3f3f; mso-fareast-font-family: "Times New Roman"'>&nbsp;&nbsp;&nbsp=
;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;</SPAN><SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Times New Roman",serif; COLOR:=
 #3f3f3f; mso-fareast-font-family: "Times New Roman"'>Introduction=20
to Data Science</SPAN><SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Times New Roman",serif; mso-fa=
reast-font-family: "Times New Roman"'><o:p></o:p></SPAN></P>
<P class=3DMsoNormal=20
style=3D"BACKGROUND: white; MARGIN: 0cm 0cm 0pt 3.75pt; LINE-HEIGHT: n=
ormal; TEXT-INDENT: -18pt"><SPAN=20
style=3D'FONT-SIZE: 10pt; FONT-FAMILY: Symbol; COLOR: #3f3f3f; mso-far=
east-font-family: "Times New Roman"; mso-bidi-font-family: "Times New =
Roman"'>&middot;</SPAN><SPAN=20
style=3D'FONT-SIZE: 7pt; FONT-FAMILY: "Times New Roman",serif; COLOR: =
#3f3f3f; mso-fareast-font-family: "Times New Roman"'>&nbsp;&nbsp;&nbsp=
;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;</SPAN><SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Times New Roman",serif; COLOR:=
 #3f3f3f; mso-fareast-font-family: "Times New Roman"'>Different=20
Sectors Using Data Science</SPAN><SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Times New Roman",serif; mso-fa=
reast-font-family: "Times New Roman"'><o:p></o:p></SPAN></P>
<P class=3DMsoNormal=20
style=3D"BACKGROUND: white; MARGIN: 0cm 0cm 0pt 3.75pt; LINE-HEIGHT: n=
ormal; TEXT-INDENT: -18pt"><SPAN=20
style=3D'FONT-SIZE: 10pt; FONT-FAMILY: Symbol; COLOR: #3f3f3f; mso-far=
east-font-family: "Times New Roman"; mso-bidi-font-family: "Times New =
Roman"'>&middot;</SPAN><SPAN=20
style=3D'FONT-SIZE: 7pt; FONT-FAMILY: "Times New Roman",serif; COLOR: =
#3f3f3f; mso-fareast-font-family: "Times New Roman"'>&nbsp;&nbsp;&nbsp=
;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;</SPAN><SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Times New Roman",serif; COLOR:=
 #3f3f3f; mso-fareast-font-family: "Times New Roman"'>Purpose=20
and Components of Python</SPAN><SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Times New Roman",serif; mso-fa=
reast-font-family: "Times New Roman"'><o:p></o:p></SPAN></P>
<P class=3DMsoNormal=20
style=3D"BACKGROUND: white; MARGIN: 0cm 0cm 0pt; LINE-HEIGHT: normal">=
<B><SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Times New Roman",serif; COLOR:=
 #3f3f3f; LETTER-SPACING: 0.15pt; mso-fareast-font-family: "Times New =
Roman"'>MODULE=20
5: DATA ANALYTICS OVERVIEW</SPAN></B><SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Times New Roman",serif; mso-fa=
reast-font-family: "Times New Roman"'><o:p></o:p></SPAN></P>
<P class=3DMsoNormal=20
style=3D"BACKGROUND: white; MARGIN: 0cm 0cm 0pt 3.75pt; LINE-HEIGHT: n=
ormal; TEXT-INDENT: -18pt"><SPAN=20
style=3D'FONT-SIZE: 10pt; FONT-FAMILY: Symbol; COLOR: #3f3f3f; mso-far=
east-font-family: "Times New Roman"; mso-bidi-font-family: "Times New =
Roman"'>&middot;</SPAN><SPAN=20
style=3D'FONT-SIZE: 7pt; FONT-FAMILY: "Times New Roman",serif; COLOR: =
#3f3f3f; mso-fareast-font-family: "Times New Roman"'>&nbsp;&nbsp;&nbsp=
;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;</SPAN><SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Times New Roman",serif; COLOR:=
 #3f3f3f; mso-fareast-font-family: "Times New Roman"'>Data=20
Analytics Process</SPAN><SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Times New Roman",serif; mso-fa=
reast-font-family: "Times New Roman"'><o:p></o:p></SPAN></P>
<P class=3DMsoNormal=20
style=3D"BACKGROUND: white; MARGIN: 0cm 0cm 0pt 3.75pt; LINE-HEIGHT: n=
ormal; TEXT-INDENT: -18pt"><SPAN=20
style=3D'FONT-SIZE: 10pt; FONT-FAMILY: Symbol; COLOR: #3f3f3f; mso-far=
east-font-family: "Times New Roman"; mso-bidi-font-family: "Times New =
Roman"'>&middot;</SPAN><SPAN=20
style=3D'FONT-SIZE: 7pt; FONT-FAMILY: "Times New Roman",serif; COLOR: =
#3f3f3f; mso-fareast-font-family: "Times New Roman"'>&nbsp;&nbsp;&nbsp=
;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;</SPAN><SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Times New Roman",serif; COLOR:=
 #3f3f3f; mso-fareast-font-family: "Times New Roman"'>Knowledge=20
Check</SPAN><SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Times New Roman",serif; mso-fa=
reast-font-family: "Times New Roman"'><o:p></o:p></SPAN></P>
<P class=3DMsoNormal=20
style=3D"BACKGROUND: white; MARGIN: 0cm 0cm 0pt 3.75pt; LINE-HEIGHT: n=
ormal; TEXT-INDENT: -18pt"><SPAN=20
style=3D'FONT-SIZE: 10pt; FONT-FAMILY: Symbol; COLOR: #3f3f3f; mso-far=
east-font-family: "Times New Roman"; mso-bidi-font-family: "Times New =
Roman"'>&middot;</SPAN><SPAN=20
style=3D'FONT-SIZE: 7pt; FONT-FAMILY: "Times New Roman",serif; COLOR: =
#3f3f3f; mso-fareast-font-family: "Times New Roman"'>&nbsp;&nbsp;&nbsp=
;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;</SPAN><SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Times New Roman",serif; COLOR:=
 #3f3f3f; mso-fareast-font-family: "Times New Roman"'>Exploratory=20
Data Analysis (<A href=3D"http://email.foscoredevelopment.org/tracking=
/click?d=3D8aHRgqWtT-oN4yNMq0Bt7JLmB8XGmv5sJJsf8biXX5H6WrWaTYM7MP8rkbe=
xbAq6KS9ZvRALu341UEoyqdtBgi9fg9ezZwVMGVM531XlTGYmGKJz3XbJYwMnLPw0lIojQ=
6x0uM0dHRikdmfdfIEppSu1lXgwpOOOY4qJtKONyZ8d0"><SPAN=20
style=3D"TEXT-DECORATION: none; COLOR: #3f3f3f; text-underline: none">=
EDA</SPAN></A>)</SPAN><SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Times New Roman",serif; mso-fa=
reast-font-family: "Times New Roman"'><o:p></o:p></SPAN></P>
<P class=3DMsoNormal=20
style=3D"BACKGROUND: white; MARGIN: 0cm 0cm 0pt 3.75pt; LINE-HEIGHT: n=
ormal; TEXT-INDENT: -18pt"><SPAN=20
style=3D'FONT-SIZE: 10pt; FONT-FAMILY: Symbol; COLOR: #3f3f3f; mso-far=
east-font-family: "Times New Roman"; mso-bidi-font-family: "Times New =
Roman"'>&middot;</SPAN><SPAN=20
style=3D'FONT-SIZE: 7pt; FONT-FAMILY: "Times New Roman",serif; COLOR: =
#3f3f3f; mso-fareast-font-family: "Times New Roman"'>&nbsp;&nbsp;&nbsp=
;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;</SPAN><SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Times New Roman",serif; COLOR:=
 #3f3f3f; mso-fareast-font-family: "Times New Roman"'>EDA-Quantitative=
=20
Technique</SPAN><SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Times New Roman",serif; mso-fa=
reast-font-family: "Times New Roman"'><o:p></o:p></SPAN></P>
<P class=3DMsoNormal=20
style=3D"BACKGROUND: white; MARGIN: 0cm 0cm 0pt 3.75pt; LINE-HEIGHT: n=
ormal; TEXT-INDENT: -18pt"><SPAN=20
style=3D'FONT-SIZE: 10pt; FONT-FAMILY: Symbol; COLOR: #3f3f3f; mso-far=
east-font-family: "Times New Roman"; mso-bidi-font-family: "Times New =
Roman"'>&middot;</SPAN><SPAN=20
style=3D'FONT-SIZE: 7pt; FONT-FAMILY: "Times New Roman",serif; COLOR: =
#3f3f3f; mso-fareast-font-family: "Times New Roman"'>&nbsp;&nbsp;&nbsp=
;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;</SPAN><SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Times New Roman",serif; COLOR:=
 #3f3f3f; mso-fareast-font-family: "Times New Roman"'>EDA=20
&#8211; Graphical Technique</SPAN><SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Times New Roman",serif; mso-fa=
reast-font-family: "Times New Roman"'><o:p></o:p></SPAN></P>
<P class=3DMsoNormal=20
style=3D"BACKGROUND: white; MARGIN: 0cm 0cm 0pt 3.75pt; LINE-HEIGHT: n=
ormal; TEXT-INDENT: -18pt"><SPAN=20
style=3D'FONT-SIZE: 10pt; FONT-FAMILY: Symbol; COLOR: #3f3f3f; mso-far=
east-font-family: "Times New Roman"; mso-bidi-font-family: "Times New =
Roman"'>&middot;</SPAN><SPAN=20
style=3D'FONT-SIZE: 7pt; FONT-FAMILY: "Times New Roman",serif; COLOR: =
#3f3f3f; mso-fareast-font-family: "Times New Roman"'>&nbsp;&nbsp;&nbsp=
;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;</SPAN><SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Times New Roman",serif; COLOR:=
 #3f3f3f; mso-fareast-font-family: "Times New Roman"'>Data=20
Analytics Conclusion or Predictions</SPAN><SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Times New Roman",serif; mso-fa=
reast-font-family: "Times New Roman"'><o:p></o:p></SPAN></P>
<P class=3DMsoNormal=20
style=3D"BACKGROUND: white; MARGIN: 0cm 0cm 0pt 3.75pt; LINE-HEIGHT: n=
ormal; TEXT-INDENT: -18pt"><SPAN=20
style=3D'FONT-SIZE: 10pt; FONT-FAMILY: Symbol; COLOR: #3f3f3f; mso-far=
east-font-family: "Times New Roman"; mso-bidi-font-family: "Times New =
Roman"'>&middot;</SPAN><SPAN=20
style=3D'FONT-SIZE: 7pt; FONT-FAMILY: "Times New Roman",serif; COLOR: =
#3f3f3f; mso-fareast-font-family: "Times New Roman"'>&nbsp;&nbsp;&nbsp=
;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;</SPAN><SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Times New Roman",serif; COLOR:=
 #3f3f3f; mso-fareast-font-family: "Times New Roman"'>Data=20
Analytics Communication</SPAN><SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Times New Roman",serif; mso-fa=
reast-font-family: "Times New Roman"'><o:p></o:p></SPAN></P>
<P class=3DMsoNormal=20
style=3D"BACKGROUND: white; MARGIN: 0cm 0cm 0pt 3.75pt; LINE-HEIGHT: n=
ormal; TEXT-INDENT: -18pt"><SPAN=20
style=3D'FONT-SIZE: 10pt; FONT-FAMILY: Symbol; COLOR: #3f3f3f; mso-far=
east-font-family: "Times New Roman"; mso-bidi-font-family: "Times New =
Roman"'>&middot;</SPAN><SPAN=20
style=3D'FONT-SIZE: 7pt; FONT-FAMILY: "Times New Roman",serif; COLOR: =
#3f3f3f; mso-fareast-font-family: "Times New Roman"'>&nbsp;&nbsp;&nbsp=
;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;</SPAN><SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Times New Roman",serif; COLOR:=
 #3f3f3f; mso-fareast-font-family: "Times New Roman"'>Data=20
Types for Plotting</SPAN><SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Times New Roman",serif; mso-fa=
reast-font-family: "Times New Roman"'><o:p></o:p></SPAN></P>
<P class=3DMsoNormal=20
style=3D"BACKGROUND: white; MARGIN: 0cm 0cm 0pt 3.75pt; LINE-HEIGHT: n=
ormal; TEXT-INDENT: -18pt"><SPAN=20
style=3D'FONT-SIZE: 10pt; FONT-FAMILY: Symbol; COLOR: #3f3f3f; mso-far=
east-font-family: "Times New Roman"; mso-bidi-font-family: "Times New =
Roman"'>&middot;</SPAN><SPAN=20
style=3D'FONT-SIZE: 7pt; FONT-FAMILY: "Times New Roman",serif; COLOR: =
#3f3f3f; mso-fareast-font-family: "Times New Roman"'>&nbsp;&nbsp;&nbsp=
;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;</SPAN><SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Times New Roman",serif; COLOR:=
 #3f3f3f; mso-fareast-font-family: "Times New Roman"'>Data=20
Types and Plotting</SPAN><SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Times New Roman",serif; mso-fa=
reast-font-family: "Times New Roman"'><o:p></o:p></SPAN></P>
<P class=3DMsoNormal=20
style=3D"BACKGROUND: white; MARGIN: 0cm 0cm 0pt; LINE-HEIGHT: normal">=
<B><SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Times New Roman",serif; COLOR:=
 #3f3f3f; LETTER-SPACING: 0.15pt; mso-fareast-font-family: "Times New =
Roman"'>MODULE=20
6: STATISTICAL ANALYSIS AND BUSINESS APPLICATIONS</SPAN></B><SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Times New Roman",serif; mso-fa=
reast-font-family: "Times New Roman"'><o:p></o:p></SPAN></P>
<P class=3DMsoNormal=20
style=3D"BACKGROUND: white; MARGIN: 0cm 0cm 0pt 3.75pt; LINE-HEIGHT: n=
ormal; TEXT-INDENT: -18pt"><SPAN=20
style=3D'FONT-SIZE: 10pt; FONT-FAMILY: Symbol; COLOR: #3f3f3f; mso-far=
east-font-family: "Times New Roman"; mso-bidi-font-family: "Times New =
Roman"'>&middot;</SPAN><SPAN=20
style=3D'FONT-SIZE: 7pt; FONT-FAMILY: "Times New Roman",serif; COLOR: =
#3f3f3f; mso-fareast-font-family: "Times New Roman"'>&nbsp;&nbsp;&nbsp=
;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;</SPAN><SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Times New Roman",serif; COLOR:=
 #3f3f3f; mso-fareast-font-family: "Times New Roman"'>Introduction=20
to Statistics</SPAN><SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Times New Roman",serif; mso-fa=
reast-font-family: "Times New Roman"'><o:p></o:p></SPAN></P>
<P class=3DMsoNormal=20
style=3D"BACKGROUND: white; MARGIN: 0cm 0cm 0pt 3.75pt; LINE-HEIGHT: n=
ormal; TEXT-INDENT: -18pt"><SPAN=20
style=3D'FONT-SIZE: 10pt; FONT-FAMILY: Symbol; COLOR: #3f3f3f; mso-far=
east-font-family: "Times New Roman"; mso-bidi-font-family: "Times New =
Roman"'>&middot;</SPAN><SPAN=20
style=3D'FONT-SIZE: 7pt; FONT-FAMILY: "Times New Roman",serif; COLOR: =
#3f3f3f; mso-fareast-font-family: "Times New Roman"'>&nbsp;&nbsp;&nbsp=
;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;</SPAN><SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Times New Roman",serif; COLOR:=
 #3f3f3f; mso-fareast-font-family: "Times New Roman"'>Statistical=20
and Non-statistical Analysis</SPAN><SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Times New Roman",serif; mso-fa=
reast-font-family: "Times New Roman"'><o:p></o:p></SPAN></P>
<P class=3DMsoNormal=20
style=3D"BACKGROUND: white; MARGIN: 0cm 0cm 0pt 3.75pt; LINE-HEIGHT: n=
ormal; TEXT-INDENT: -18pt"><SPAN=20
style=3D'FONT-SIZE: 10pt; FONT-FAMILY: Symbol; COLOR: #3f3f3f; mso-far=
east-font-family: "Times New Roman"; mso-bidi-font-family: "Times New =
Roman"'>&middot;</SPAN><SPAN=20
style=3D'FONT-SIZE: 7pt; FONT-FAMILY: "Times New Roman",serif; COLOR: =
#3f3f3f; mso-fareast-font-family: "Times New Roman"'>&nbsp;&nbsp;&nbsp=
;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;</SPAN><SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Times New Roman",serif; COLOR:=
 #3f3f3f; mso-fareast-font-family: "Times New Roman"'>Major=20
Categories of Statistics</SPAN><SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Times New Roman",serif; mso-fa=
reast-font-family: "Times New Roman"'><o:p></o:p></SPAN></P>
<P class=3DMsoNormal=20
style=3D"BACKGROUND: white; MARGIN: 0cm 0cm 0pt 3.75pt; LINE-HEIGHT: n=
ormal; TEXT-INDENT: -18pt"><SPAN=20
style=3D'FONT-SIZE: 10pt; FONT-FAMILY: Symbol; COLOR: #3f3f3f; mso-far=
east-font-family: "Times New Roman"; mso-bidi-font-family: "Times New =
Roman"'>&middot;</SPAN><SPAN=20
style=3D'FONT-SIZE: 7pt; FONT-FAMILY: "Times New Roman",serif; COLOR: =
#3f3f3f; mso-fareast-font-family: "Times New Roman"'>&nbsp;&nbsp;&nbsp=
;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;</SPAN><SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Times New Roman",serif; COLOR:=
 #3f3f3f; mso-fareast-font-family: "Times New Roman"'>Statistical=20
Analysis Considerations</SPAN><SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Times New Roman",serif; mso-fa=
reast-font-family: "Times New Roman"'><o:p></o:p></SPAN></P>
<P class=3DMsoNormal=20
style=3D"BACKGROUND: white; MARGIN: 0cm 0cm 0pt 3.75pt; LINE-HEIGHT: n=
ormal; TEXT-INDENT: -18pt"><SPAN=20
style=3D'FONT-SIZE: 10pt; FONT-FAMILY: Symbol; COLOR: #3f3f3f; mso-far=
east-font-family: "Times New Roman"; mso-bidi-font-family: "Times New =
Roman"'>&middot;</SPAN><SPAN=20
style=3D'FONT-SIZE: 7pt; FONT-FAMILY: "Times New Roman",serif; COLOR: =
#3f3f3f; mso-fareast-font-family: "Times New Roman"'>&nbsp;&nbsp;&nbsp=
;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;</SPAN><SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Times New Roman",serif; COLOR:=
 #3f3f3f; mso-fareast-font-family: "Times New Roman"'>Population=20
and Sample</SPAN><SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Times New Roman",serif; mso-fa=
reast-font-family: "Times New Roman"'><o:p></o:p></SPAN></P>
<P class=3DMsoNormal=20
style=3D"BACKGROUND: white; MARGIN: 0cm 0cm 0pt 3.75pt; LINE-HEIGHT: n=
ormal; TEXT-INDENT: -18pt"><SPAN=20
style=3D'FONT-SIZE: 10pt; FONT-FAMILY: Symbol; COLOR: #3f3f3f; mso-far=
east-font-family: "Times New Roman"; mso-bidi-font-family: "Times New =
Roman"'>&middot;</SPAN><SPAN=20
style=3D'FONT-SIZE: 7pt; FONT-FAMILY: "Times New Roman",serif; COLOR: =
#3f3f3f; mso-fareast-font-family: "Times New Roman"'>&nbsp;&nbsp;&nbsp=
;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;</SPAN><SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Times New Roman",serif; COLOR:=
 #3f3f3f; mso-fareast-font-family: "Times New Roman"'>Statistical=20
Analysis Process</SPAN><SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Times New Roman",serif; mso-fa=
reast-font-family: "Times New Roman"'><o:p></o:p></SPAN></P>
<P class=3DMsoNormal=20
style=3D"BACKGROUND: white; MARGIN: 0cm 0cm 0pt 3.75pt; LINE-HEIGHT: n=
ormal; TEXT-INDENT: -18pt"><SPAN=20
style=3D'FONT-SIZE: 10pt; FONT-FAMILY: Symbol; COLOR: #3f3f3f; mso-far=
east-font-family: "Times New Roman"; mso-bidi-font-family: "Times New =
Roman"'>&middot;</SPAN><SPAN=20
style=3D'FONT-SIZE: 7pt; FONT-FAMILY: "Times New Roman",serif; COLOR: =
#3f3f3f; mso-fareast-font-family: "Times New Roman"'>&nbsp;&nbsp;&nbsp=
;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;</SPAN><SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Times New Roman",serif; COLOR:=
 #3f3f3f; mso-fareast-font-family: "Times New Roman"'>Data=20
Distribution</SPAN><SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Times New Roman",serif; mso-fa=
reast-font-family: "Times New Roman"'><o:p></o:p></SPAN></P>
<P class=3DMsoNormal=20
style=3D"BACKGROUND: white; MARGIN: 0cm 0cm 0pt 3.75pt; LINE-HEIGHT: n=
ormal; TEXT-INDENT: -18pt"><SPAN=20
style=3D'FONT-SIZE: 10pt; FONT-FAMILY: Symbol; COLOR: #3f3f3f; mso-far=
east-font-family: "Times New Roman"; mso-bidi-font-family: "Times New =
Roman"'>&middot;</SPAN><SPAN=20
style=3D'FONT-SIZE: 7pt; FONT-FAMILY: "Times New Roman",serif; COLOR: =
#3f3f3f; mso-fareast-font-family: "Times New Roman"'>&nbsp;&nbsp;&nbsp=
;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;</SPAN><SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Times New Roman",serif; COLOR:=
 #3f3f3f; mso-fareast-font-family: "Times New Roman"'>Dispersion</SPAN=
><SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Times New Roman",serif; mso-fa=
reast-font-family: "Times New Roman"'><o:p></o:p></SPAN></P>
<P class=3DMsoNormal=20
style=3D"BACKGROUND: white; MARGIN: 0cm 0cm 0pt 3.75pt; LINE-HEIGHT: n=
ormal; TEXT-INDENT: -18pt"><SPAN=20
style=3D'FONT-SIZE: 10pt; FONT-FAMILY: Symbol; COLOR: #3f3f3f; mso-far=
east-font-family: "Times New Roman"; mso-bidi-font-family: "Times New =
Roman"'>&middot;</SPAN><SPAN=20
style=3D'FONT-SIZE: 7pt; FONT-FAMILY: "Times New Roman",serif; COLOR: =
#3f3f3f; mso-fareast-font-family: "Times New Roman"'>&nbsp;&nbsp;&nbsp=
;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;</SPAN><SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Times New Roman",serif; COLOR:=
 #3f3f3f; mso-fareast-font-family: "Times New Roman"'>Histogram</SPAN>=
<SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Times New Roman",serif; mso-fa=
reast-font-family: "Times New Roman"'><o:p></o:p></SPAN></P>
<P class=3DMsoNormal=20
style=3D"BACKGROUND: white; MARGIN: 0cm 0cm 0pt 3.75pt; LINE-HEIGHT: n=
ormal; TEXT-INDENT: -18pt"><SPAN=20
style=3D'FONT-SIZE: 10pt; FONT-FAMILY: Symbol; COLOR: #3f3f3f; mso-far=
east-font-family: "Times New Roman"; mso-bidi-font-family: "Times New =
Roman"'>&middot;</SPAN><SPAN=20
style=3D'FONT-SIZE: 7pt; FONT-FAMILY: "Times New Roman",serif; COLOR: =
#3f3f3f; mso-fareast-font-family: "Times New Roman"'>&nbsp;&nbsp;&nbsp=
;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;</SPAN><SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Times New Roman",serif; COLOR:=
 #3f3f3f; mso-fareast-font-family: "Times New Roman"'>Correlation=20
and Inferential Statistics</SPAN><SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Times New Roman",serif; mso-fa=
reast-font-family: "Times New Roman"'><o:p></o:p></SPAN></P>
<P class=3DMsoNormal=20
style=3D"BACKGROUND: white; MARGIN: 0cm 0cm 0pt; LINE-HEIGHT: normal">=
<B><SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Times New Roman",serif; COLOR:=
 #3f3f3f; LETTER-SPACING: 0.15pt; mso-fareast-font-family: "Times New =
Roman"'>MODULE=20
7 PYTHON ENVIRONMENT SETUP AND ESSENTIALS</SPAN></B><SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Times New Roman",serif; mso-fa=
reast-font-family: "Times New Roman"'><o:p></o:p></SPAN></P>
<P class=3DMsoNormal=20
style=3D"BACKGROUND: white; MARGIN: 0cm 0cm 0pt 3.75pt; LINE-HEIGHT: n=
ormal; TEXT-INDENT: -18pt"><SPAN=20
style=3D'FONT-SIZE: 10pt; FONT-FAMILY: Symbol; COLOR: #3f3f3f; mso-far=
east-font-family: "Times New Roman"; mso-bidi-font-family: "Times New =
Roman"'>&middot;</SPAN><SPAN=20
style=3D'FONT-SIZE: 7pt; FONT-FAMILY: "Times New Roman",serif; COLOR: =
#3f3f3f; mso-fareast-font-family: "Times New Roman"'>&nbsp;&nbsp;&nbsp=
;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;</SPAN><SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Times New Roman",serif; COLOR:=
 #3f3f3f; mso-fareast-font-family: "Times New Roman"'>Anaconda</SPAN><=
SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Times New Roman",serif; mso-fa=
reast-font-family: "Times New Roman"'><o:p></o:p></SPAN></P>
<P class=3DMsoNormal=20
style=3D"BACKGROUND: white; MARGIN: 0cm 0cm 0pt 3.75pt; LINE-HEIGHT: n=
ormal; TEXT-INDENT: -18pt"><SPAN=20
style=3D'FONT-SIZE: 10pt; FONT-FAMILY: Symbol; COLOR: #3f3f3f; mso-far=
east-font-family: "Times New Roman"; mso-bidi-font-family: "Times New =
Roman"'>&middot;</SPAN><SPAN=20
style=3D'FONT-SIZE: 7pt; FONT-FAMILY: "Times New Roman",serif; COLOR: =
#3f3f3f; mso-fareast-font-family: "Times New Roman"'>&nbsp;&nbsp;&nbsp=
;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;</SPAN><SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Times New Roman",serif; COLOR:=
 #3f3f3f; mso-fareast-font-family: "Times New Roman"'>Installation=20
of Anaconda Python Distribution</SPAN><SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Times New Roman",serif; mso-fa=
reast-font-family: "Times New Roman"'><o:p></o:p></SPAN></P>
<P class=3DMsoNormal=20
style=3D"BACKGROUND: white; MARGIN: 0cm 0cm 0pt 3.75pt; LINE-HEIGHT: n=
ormal; TEXT-INDENT: -18pt"><SPAN=20
style=3D'FONT-SIZE: 10pt; FONT-FAMILY: Symbol; COLOR: #3f3f3f; mso-far=
east-font-family: "Times New Roman"; mso-bidi-font-family: "Times New =
Roman"'>&middot;</SPAN><SPAN=20
style=3D'FONT-SIZE: 7pt; FONT-FAMILY: "Times New Roman",serif; COLOR: =
#3f3f3f; mso-fareast-font-family: "Times New Roman"'>&nbsp;&nbsp;&nbsp=
;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;</SPAN><SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Times New Roman",serif; COLOR:=
 #3f3f3f; mso-fareast-font-family: "Times New Roman"'>Data=20
Types with Python</SPAN><SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Times New Roman",serif; mso-fa=
reast-font-family: "Times New Roman"'><o:p></o:p></SPAN></P>
<P class=3DMsoNormal=20
style=3D"BACKGROUND: white; MARGIN: 0cm 0cm 0pt 3.75pt; LINE-HEIGHT: n=
ormal; TEXT-INDENT: -18pt"><SPAN=20
style=3D'FONT-SIZE: 10pt; FONT-FAMILY: Symbol; COLOR: #3f3f3f; mso-far=
east-font-family: "Times New Roman"; mso-bidi-font-family: "Times New =
Roman"'>&middot;</SPAN><SPAN=20
style=3D'FONT-SIZE: 7pt; FONT-FAMILY: "Times New Roman",serif; COLOR: =
#3f3f3f; mso-fareast-font-family: "Times New Roman"'>&nbsp;&nbsp;&nbsp=
;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;</SPAN><SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Times New Roman",serif; COLOR:=
 #3f3f3f; mso-fareast-font-family: "Times New Roman"'>Basic=20
Operators and Functions</SPAN><SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Times New Roman",serif; mso-fa=
reast-font-family: "Times New Roman"'><o:p></o:p></SPAN></P>
<P class=3DMsoNormal=20
style=3D"BACKGROUND: white; MARGIN: 0cm 0cm 0pt; LINE-HEIGHT: normal">=
<B><SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Times New Roman",serif; COLOR:=
 #3f3f3f; LETTER-SPACING: 0.15pt; mso-fareast-font-family: "Times New =
Roman"'>MODULE=20
8: MATHEMATICAL COMPUTING WITH PYTHON (NUMPY)</SPAN></B><SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Times New Roman",serif; mso-fa=
reast-font-family: "Times New Roman"'><o:p></o:p></SPAN></P>
<P class=3DMsoNormal=20
style=3D"BACKGROUND: white; MARGIN: 0cm 0cm 0pt 3.75pt; LINE-HEIGHT: n=
ormal; TEXT-INDENT: -18pt"><SPAN=20
style=3D'FONT-SIZE: 10pt; FONT-FAMILY: Symbol; COLOR: #3f3f3f; mso-far=
east-font-family: "Times New Roman"; mso-bidi-font-family: "Times New =
Roman"'>&middot;</SPAN><SPAN=20
style=3D'FONT-SIZE: 7pt; FONT-FAMILY: "Times New Roman",serif; COLOR: =
#3f3f3f; mso-fareast-font-family: "Times New Roman"'>&nbsp;&nbsp;&nbsp=
;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;</SPAN><SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Times New Roman",serif; COLOR:=
 #3f3f3f; mso-fareast-font-family: "Times New Roman"'>Introduction=20
to NumPy</SPAN><SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Times New Roman",serif; mso-fa=
reast-font-family: "Times New Roman"'><o:p></o:p></SPAN></P>
<P class=3DMsoNormal=20
style=3D"BACKGROUND: white; MARGIN: 0cm 0cm 0pt 3.75pt; LINE-HEIGHT: n=
ormal; TEXT-INDENT: -18pt"><SPAN=20
style=3D'FONT-SIZE: 10pt; FONT-FAMILY: Symbol; COLOR: #3f3f3f; mso-far=
east-font-family: "Times New Roman"; mso-bidi-font-family: "Times New =
Roman"'>&middot;</SPAN><SPAN=20
style=3D'FONT-SIZE: 7pt; FONT-FAMILY: "Times New Roman",serif; COLOR: =
#3f3f3f; mso-fareast-font-family: "Times New Roman"'>&nbsp;&nbsp;&nbsp=
;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;</SPAN><SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Times New Roman",serif; COLOR:=
 #3f3f3f; mso-fareast-font-family: "Times New Roman"'>Activity-Sequenc=
e=20
it Right</SPAN><SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Times New Roman",serif; mso-fa=
reast-font-family: "Times New Roman"'><o:p></o:p></SPAN></P>
<P class=3DMsoNormal=20
style=3D"BACKGROUND: white; MARGIN: 0cm 0cm 0pt 3.75pt; LINE-HEIGHT: n=
ormal; TEXT-INDENT: -18pt"><SPAN=20
style=3D'FONT-SIZE: 10pt; FONT-FAMILY: Symbol; COLOR: #3f3f3f; mso-far=
east-font-family: "Times New Roman"; mso-bidi-font-family: "Times New =
Roman"'>&middot;</SPAN><SPAN=20
style=3D'FONT-SIZE: 7pt; FONT-FAMILY: "Times New Roman",serif; COLOR: =
#3f3f3f; mso-fareast-font-family: "Times New Roman"'>&nbsp;&nbsp;&nbsp=
;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;</SPAN><SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Times New Roman",serif; COLOR:=
 #3f3f3f; mso-fareast-font-family: "Times New Roman"'>Creating=20
and Printing an nd array</SPAN><SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Times New Roman",serif; mso-fa=
reast-font-family: "Times New Roman"'><o:p></o:p></SPAN></P>
<P class=3DMsoNormal=20
style=3D"BACKGROUND: white; MARGIN: 0cm 0cm 0pt 3.75pt; LINE-HEIGHT: n=
ormal; TEXT-INDENT: -18pt"><SPAN=20
style=3D'FONT-SIZE: 10pt; FONT-FAMILY: Symbol; COLOR: #3f3f3f; mso-far=
east-font-family: "Times New Roman"; mso-bidi-font-family: "Times New =
Roman"'>&middot;</SPAN><SPAN=20
style=3D'FONT-SIZE: 7pt; FONT-FAMILY: "Times New Roman",serif; COLOR: =
#3f3f3f; mso-fareast-font-family: "Times New Roman"'>&nbsp;&nbsp;&nbsp=
;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;</SPAN><SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Times New Roman",serif; COLOR:=
 #3f3f3f; mso-fareast-font-family: "Times New Roman"'>Class=20
and Attributes of nd array</SPAN><SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Times New Roman",serif; mso-fa=
reast-font-family: "Times New Roman"'><o:p></o:p></SPAN></P>
<P class=3DMsoNormal=20
style=3D"BACKGROUND: white; MARGIN: 0cm 0cm 0pt 3.75pt; LINE-HEIGHT: n=
ormal; TEXT-INDENT: -18pt"><SPAN=20
style=3D'FONT-SIZE: 10pt; FONT-FAMILY: Symbol; COLOR: #3f3f3f; mso-far=
east-font-family: "Times New Roman"; mso-bidi-font-family: "Times New =
Roman"'>&middot;</SPAN><SPAN=20
style=3D'FONT-SIZE: 7pt; FONT-FAMILY: "Times New Roman",serif; COLOR: =
#3f3f3f; mso-fareast-font-family: "Times New Roman"'>&nbsp;&nbsp;&nbsp=
;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;</SPAN><SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Times New Roman",serif; COLOR:=
 #3f3f3f; mso-fareast-font-family: "Times New Roman"'>Basic=20
Operations</SPAN><SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Times New Roman",serif; mso-fa=
reast-font-family: "Times New Roman"'><o:p></o:p></SPAN></P>
<P class=3DMsoNormal=20
style=3D"BACKGROUND: white; MARGIN: 0cm 0cm 0pt 3.75pt; LINE-HEIGHT: n=
ormal; TEXT-INDENT: -18pt"><SPAN=20
style=3D'FONT-SIZE: 10pt; FONT-FAMILY: Symbol; COLOR: #3f3f3f; mso-far=
east-font-family: "Times New Roman"; mso-bidi-font-family: "Times New =
Roman"'>&middot;</SPAN><SPAN=20
style=3D'FONT-SIZE: 7pt; FONT-FAMILY: "Times New Roman",serif; COLOR: =
#3f3f3f; mso-fareast-font-family: "Times New Roman"'>&nbsp;&nbsp;&nbsp=
;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;</SPAN><SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Times New Roman",serif; COLOR:=
 #3f3f3f; mso-fareast-font-family: "Times New Roman"'>Copy=20
and Views</SPAN><SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Times New Roman",serif; mso-fa=
reast-font-family: "Times New Roman"'><o:p></o:p></SPAN></P>
<P class=3DMsoNormal=20
style=3D"BACKGROUND: white; MARGIN: 0cm 0cm 0pt 3.75pt; LINE-HEIGHT: n=
ormal; TEXT-INDENT: -18pt"><SPAN=20
style=3D'FONT-SIZE: 10pt; FONT-FAMILY: Symbol; COLOR: #3f3f3f; mso-far=
east-font-family: "Times New Roman"; mso-bidi-font-family: "Times New =
Roman"'>&middot;</SPAN><SPAN=20
style=3D'FONT-SIZE: 7pt; FONT-FAMILY: "Times New Roman",serif; COLOR: =
#3f3f3f; mso-fareast-font-family: "Times New Roman"'>&nbsp;&nbsp;&nbsp=
;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;</SPAN><SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Times New Roman",serif; COLOR:=
 #3f3f3f; mso-fareast-font-family: "Times New Roman"'>Mathematical=20
Functions of NumPy</SPAN><SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Times New Roman",serif; mso-fa=
reast-font-family: "Times New Roman"'><o:p></o:p></SPAN></P>
<P class=3DMsoNormal=20
style=3D"BACKGROUND: white; MARGIN: 0cm 0cm 0pt 3.75pt; LINE-HEIGHT: n=
ormal; TEXT-INDENT: -18pt"><SPAN=20
style=3D'FONT-SIZE: 10pt; FONT-FAMILY: Symbol; COLOR: #3f3f3f; mso-far=
east-font-family: "Times New Roman"; mso-bidi-font-family: "Times New =
Roman"'>&middot;</SPAN><SPAN=20
style=3D'FONT-SIZE: 7pt; FONT-FAMILY: "Times New Roman",serif; COLOR: =
#3f3f3f; mso-fareast-font-family: "Times New Roman"'>&nbsp;&nbsp;&nbsp=
;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;</SPAN><SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Times New Roman",serif; COLOR:=
 #3f3f3f; mso-fareast-font-family: "Times New Roman"'>Evaluate=20
the datasets containing GDPs of different countries</SPAN><SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Times New Roman",serif; mso-fa=
reast-font-family: "Times New Roman"'><o:p></o:p></SPAN></P>
<P class=3DMsoNormal=20
style=3D"BACKGROUND: white; MARGIN: 0cm 0cm 0pt 3.75pt; LINE-HEIGHT: n=
ormal; TEXT-INDENT: -18pt"><SPAN=20
style=3D'FONT-SIZE: 10pt; FONT-FAMILY: Symbol; COLOR: #3f3f3f; mso-far=
east-font-family: "Times New Roman"; mso-bidi-font-family: "Times New =
Roman"'>&middot;</SPAN><SPAN=20
style=3D'FONT-SIZE: 7pt; FONT-FAMILY: "Times New Roman",serif; COLOR: =
#3f3f3f; mso-fareast-font-family: "Times New Roman"'>&nbsp;&nbsp;&nbsp=
;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;</SPAN><SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Times New Roman",serif; COLOR:=
 #3f3f3f; mso-fareast-font-family: "Times New Roman"'>Evaluate=20
the datasets of Summer Olympics 2012</SPAN><SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Times New Roman",serif; mso-fa=
reast-font-family: "Times New Roman"'><o:p></o:p></SPAN></P>
<P class=3DMsoNormal=20
style=3D"BACKGROUND: white; MARGIN: 0cm 0cm 0pt; LINE-HEIGHT: normal">=
<B><SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Times New Roman",serif; COLOR:=
 #3f3f3f; LETTER-SPACING: 0.15pt; mso-fareast-font-family: "Times New =
Roman"'>MODULE=20
9: SCIENTIFIC COMPUTING WITH PYTHON (SCIPY)</SPAN></B><SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Times New Roman",serif; mso-fa=
reast-font-family: "Times New Roman"'><o:p></o:p></SPAN></P>
<P class=3DMsoNormal=20
style=3D"BACKGROUND: white; MARGIN: 0cm 0cm 0pt 3.75pt; LINE-HEIGHT: n=
ormal; TEXT-INDENT: -18pt"><SPAN=20
style=3D'FONT-SIZE: 10pt; FONT-FAMILY: Symbol; COLOR: #3f3f3f; mso-far=
east-font-family: "Times New Roman"; mso-bidi-font-family: "Times New =
Roman"'>&middot;</SPAN><SPAN=20
style=3D'FONT-SIZE: 7pt; FONT-FAMILY: "Times New Roman",serif; COLOR: =
#3f3f3f; mso-fareast-font-family: "Times New Roman"'>&nbsp;&nbsp;&nbsp=
;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;</SPAN><SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Times New Roman",serif; COLOR:=
 #3f3f3f; mso-fareast-font-family: "Times New Roman"'>Introduction=20
to SciPy</SPAN><SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Times New Roman",serif; mso-fa=
reast-font-family: "Times New Roman"'><o:p></o:p></SPAN></P>
<P class=3DMsoNormal=20
style=3D"BACKGROUND: white; MARGIN: 0cm 0cm 0pt 3.75pt; LINE-HEIGHT: n=
ormal; TEXT-INDENT: -18pt"><SPAN=20
style=3D'FONT-SIZE: 10pt; FONT-FAMILY: Symbol; COLOR: #3f3f3f; mso-far=
east-font-family: "Times New Roman"; mso-bidi-font-family: "Times New =
Roman"'>&middot;</SPAN><SPAN=20
style=3D'FONT-SIZE: 7pt; FONT-FAMILY: "Times New Roman",serif; COLOR: =
#3f3f3f; mso-fareast-font-family: "Times New Roman"'>&nbsp;&nbsp;&nbsp=
;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;</SPAN><SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Times New Roman",serif; COLOR:=
 #3f3f3f; mso-fareast-font-family: "Times New Roman"'>SciPy=20
Sub Package &#8211; Integration and Optimisation</SPAN><SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Times New Roman",serif; mso-fa=
reast-font-family: "Times New Roman"'><o:p></o:p></SPAN></P>
<P class=3DMsoNormal=20
style=3D"BACKGROUND: white; MARGIN: 0cm 0cm 0pt 3.75pt; LINE-HEIGHT: n=
ormal; TEXT-INDENT: -18pt"><SPAN=20
style=3D'FONT-SIZE: 10pt; FONT-FAMILY: Symbol; COLOR: #3f3f3f; mso-far=
east-font-family: "Times New Roman"; mso-bidi-font-family: "Times New =
Roman"'>&middot;</SPAN><SPAN=20
style=3D'FONT-SIZE: 7pt; FONT-FAMILY: "Times New Roman",serif; COLOR: =
#3f3f3f; mso-fareast-font-family: "Times New Roman"'>&nbsp;&nbsp;&nbsp=
;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;</SPAN><SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Times New Roman",serif; COLOR:=
 #3f3f3f; mso-fareast-font-family: "Times New Roman"'>SciPy=20
Sub package</SPAN><SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Times New Roman",serif; mso-fa=
reast-font-family: "Times New Roman"'><o:p></o:p></SPAN></P>
<P class=3DMsoNormal=20
style=3D"BACKGROUND: white; MARGIN: 0cm 0cm 0pt 3.75pt; LINE-HEIGHT: n=
ormal; TEXT-INDENT: -18pt"><SPAN=20
style=3D'FONT-SIZE: 10pt; FONT-FAMILY: Symbol; COLOR: #3f3f3f; mso-far=
east-font-family: "Times New Roman"; mso-bidi-font-family: "Times New =
Roman"'>&middot;</SPAN><SPAN=20
style=3D'FONT-SIZE: 7pt; FONT-FAMILY: "Times New Roman",serif; COLOR: =
#3f3f3f; mso-fareast-font-family: "Times New Roman"'>&nbsp;&nbsp;&nbsp=
;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;</SPAN><SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Times New Roman",serif; COLOR:=
 #3f3f3f; mso-fareast-font-family: "Times New Roman"'>Demo=20
&#8211; Calculate Eigenvalues and Eigenvector</SPAN><SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Times New Roman",serif; mso-fa=
reast-font-family: "Times New Roman"'><o:p></o:p></SPAN></P>
<P class=3DMsoNormal=20
style=3D"BACKGROUND: white; MARGIN: 0cm 0cm 0pt 3.75pt; LINE-HEIGHT: n=
ormal; TEXT-INDENT: -18pt"><SPAN=20
style=3D'FONT-SIZE: 10pt; FONT-FAMILY: Symbol; COLOR: #3f3f3f; mso-far=
east-font-family: "Times New Roman"; mso-bidi-font-family: "Times New =
Roman"'>&middot;</SPAN><SPAN=20
style=3D'FONT-SIZE: 7pt; FONT-FAMILY: "Times New Roman",serif; COLOR: =
#3f3f3f; mso-fareast-font-family: "Times New Roman"'>&nbsp;&nbsp;&nbsp=
;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;</SPAN><SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Times New Roman",serif; COLOR:=
 #3f3f3f; mso-fareast-font-family: "Times New Roman"'>Use=20
SciPy to solve a linear algebra problem</SPAN><SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Times New Roman",serif; mso-fa=
reast-font-family: "Times New Roman"'><o:p></o:p></SPAN></P>
<P class=3DMsoNormal=20
style=3D"BACKGROUND: white; MARGIN: 0cm 0cm 0pt 3.75pt; LINE-HEIGHT: n=
ormal; TEXT-INDENT: -18pt"><SPAN=20
style=3D'FONT-SIZE: 10pt; FONT-FAMILY: Symbol; COLOR: #3f3f3f; mso-far=
east-font-family: "Times New Roman"; mso-bidi-font-family: "Times New =
Roman"'>&middot;</SPAN><SPAN=20
style=3D'FONT-SIZE: 7pt; FONT-FAMILY: "Times New Roman",serif; COLOR: =
#3f3f3f; mso-fareast-font-family: "Times New Roman"'>&nbsp;&nbsp;&nbsp=
;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;</SPAN><SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Times New Roman",serif; COLOR:=
 #3f3f3f; mso-fareast-font-family: "Times New Roman"'>Use=20
SciPy to define 20 random variables for random values</SPAN><SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Times New Roman",serif; mso-fa=
reast-font-family: "Times New Roman"'><o:p></o:p></SPAN></P>
<P class=3DMsoNormal=20
style=3D"BACKGROUND: white; MARGIN: 0cm 0cm 0pt; LINE-HEIGHT: normal">=
<B><SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Times New Roman",serif; COLOR:=
 #3f3f3f; LETTER-SPACING: 0.15pt; mso-fareast-font-family: "Times New =
Roman"'>MODULE=20
10: DATA MANIPULATION WITH PANDAS</SPAN></B><SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Times New Roman",serif; mso-fa=
reast-font-family: "Times New Roman"'><o:p></o:p></SPAN></P>
<P class=3DMsoNormal=20
style=3D"BACKGROUND: white; MARGIN: 0cm 0cm 0pt 3.75pt; LINE-HEIGHT: n=
ormal; TEXT-INDENT: -18pt"><SPAN=20
style=3D'FONT-SIZE: 10pt; FONT-FAMILY: Symbol; COLOR: #3f3f3f; mso-far=
east-font-family: "Times New Roman"; mso-bidi-font-family: "Times New =
Roman"'>&middot;</SPAN><SPAN=20
style=3D'FONT-SIZE: 7pt; FONT-FAMILY: "Times New Roman",serif; COLOR: =
#3f3f3f; mso-fareast-font-family: "Times New Roman"'>&nbsp;&nbsp;&nbsp=
;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;</SPAN><SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Times New Roman",serif; COLOR:=
 #3f3f3f; mso-fareast-font-family: "Times New Roman"'>Introduction=20
to Pandas</SPAN><SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Times New Roman",serif; mso-fa=
reast-font-family: "Times New Roman"'><o:p></o:p></SPAN></P>
<P class=3DMsoNormal=20
style=3D"BACKGROUND: white; MARGIN: 0cm 0cm 0pt 3.75pt; LINE-HEIGHT: n=
ormal; TEXT-INDENT: -18pt"><SPAN=20
style=3D'FONT-SIZE: 10pt; FONT-FAMILY: Symbol; COLOR: #3f3f3f; mso-far=
east-font-family: "Times New Roman"; mso-bidi-font-family: "Times New =
Roman"'>&middot;</SPAN><SPAN=20
style=3D'FONT-SIZE: 7pt; FONT-FAMILY: "Times New Roman",serif; COLOR: =
#3f3f3f; mso-fareast-font-family: "Times New Roman"'>&nbsp;&nbsp;&nbsp=
;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;</SPAN><SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Times New Roman",serif; COLOR:=
 #3f3f3f; mso-fareast-font-family: "Times New Roman"'>Understanding=20
DataFrame</SPAN><SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Times New Roman",serif; mso-fa=
reast-font-family: "Times New Roman"'><o:p></o:p></SPAN></P>
<P class=3DMsoNormal=20
style=3D"BACKGROUND: white; MARGIN: 0cm 0cm 0pt 3.75pt; LINE-HEIGHT: n=
ormal; TEXT-INDENT: -18pt"><SPAN=20
style=3D'FONT-SIZE: 10pt; FONT-FAMILY: Symbol; COLOR: #3f3f3f; mso-far=
east-font-family: "Times New Roman"; mso-bidi-font-family: "Times New =
Roman"'>&middot;</SPAN><SPAN=20
style=3D'FONT-SIZE: 7pt; FONT-FAMILY: "Times New Roman",serif; COLOR: =
#3f3f3f; mso-fareast-font-family: "Times New Roman"'>&nbsp;&nbsp;&nbsp=
;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;</SPAN><SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Times New Roman",serif; COLOR:=
 #3f3f3f; mso-fareast-font-family: "Times New Roman"'>View=20
and Select Data Demo</SPAN><SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Times New Roman",serif; mso-fa=
reast-font-family: "Times New Roman"'><o:p></o:p></SPAN></P>
<P class=3DMsoNormal=20
style=3D"BACKGROUND: white; MARGIN: 0cm 0cm 0pt 3.75pt; LINE-HEIGHT: n=
ormal; TEXT-INDENT: -18pt"><SPAN=20
style=3D'FONT-SIZE: 10pt; FONT-FAMILY: Symbol; COLOR: #3f3f3f; mso-far=
east-font-family: "Times New Roman"; mso-bidi-font-family: "Times New =
Roman"'>&middot;</SPAN><SPAN=20
style=3D'FONT-SIZE: 7pt; FONT-FAMILY: "Times New Roman",serif; COLOR: =
#3f3f3f; mso-fareast-font-family: "Times New Roman"'>&nbsp;&nbsp;&nbsp=
;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;</SPAN><SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Times New Roman",serif; COLOR:=
 #3f3f3f; mso-fareast-font-family: "Times New Roman"'>Missing=20
Values</SPAN><SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Times New Roman",serif; mso-fa=
reast-font-family: "Times New Roman"'><o:p></o:p></SPAN></P>
<P class=3DMsoNormal=20
style=3D"BACKGROUND: white; MARGIN: 0cm 0cm 0pt 3.75pt; LINE-HEIGHT: n=
ormal; TEXT-INDENT: -18pt"><SPAN=20
style=3D'FONT-SIZE: 10pt; FONT-FAMILY: Symbol; COLOR: #3f3f3f; mso-far=
east-font-family: "Times New Roman"; mso-bidi-font-family: "Times New =
Roman"'>&middot;</SPAN><SPAN=20
style=3D'FONT-SIZE: 7pt; FONT-FAMILY: "Times New Roman",serif; COLOR: =
#3f3f3f; mso-fareast-font-family: "Times New Roman"'>&nbsp;&nbsp;&nbsp=
;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;</SPAN><SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Times New Roman",serif; COLOR:=
 #3f3f3f; mso-fareast-font-family: "Times New Roman"'>Data=20
Operations</SPAN><SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Times New Roman",serif; mso-fa=
reast-font-family: "Times New Roman"'><o:p></o:p></SPAN></P>
<P class=3DMsoNormal=20
style=3D"BACKGROUND: white; MARGIN: 0cm 0cm 0pt 3.75pt; LINE-HEIGHT: n=
ormal; TEXT-INDENT: -18pt"><SPAN=20
style=3D'FONT-SIZE: 10pt; FONT-FAMILY: Symbol; COLOR: #3f3f3f; mso-far=
east-font-family: "Times New Roman"; mso-bidi-font-family: "Times New =
Roman"'>&middot;</SPAN><SPAN=20
style=3D'FONT-SIZE: 7pt; FONT-FAMILY: "Times New Roman",serif; COLOR: =
#3f3f3f; mso-fareast-font-family: "Times New Roman"'>&nbsp;&nbsp;&nbsp=
;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;</SPAN><SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Times New Roman",serif; COLOR:=
 #3f3f3f; mso-fareast-font-family: "Times New Roman"'>File=20
Read and Write Support</SPAN><SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Times New Roman",serif; mso-fa=
reast-font-family: "Times New Roman"'><o:p></o:p></SPAN></P>
<P class=3DMsoNormal=20
style=3D"BACKGROUND: white; MARGIN: 0cm 0cm 0pt 3.75pt; LINE-HEIGHT: n=
ormal; TEXT-INDENT: -18pt"><SPAN=20
style=3D'FONT-SIZE: 10pt; FONT-FAMILY: Symbol; COLOR: #3f3f3f; mso-far=
east-font-family: "Times New Roman"; mso-bidi-font-family: "Times New =
Roman"'>&middot;</SPAN><SPAN=20
style=3D'FONT-SIZE: 7pt; FONT-FAMILY: "Times New Roman",serif; COLOR: =
#3f3f3f; mso-fareast-font-family: "Times New Roman"'>&nbsp;&nbsp;&nbsp=
;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;</SPAN><SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Times New Roman",serif; COLOR:=
 #3f3f3f; mso-fareast-font-family: "Times New Roman"'>Pandas=20
SQL Operation</SPAN><SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Times New Roman",serif; mso-fa=
reast-font-family: "Times New Roman"'><o:p></o:p></SPAN></P>
<P class=3DMsoNormal=20
style=3D"BACKGROUND: white; MARGIN: 0cm 0cm 0pt 3.75pt; LINE-HEIGHT: n=
ormal; TEXT-INDENT: -18pt"><SPAN=20
style=3D'FONT-SIZE: 10pt; FONT-FAMILY: Symbol; COLOR: #3f3f3f; mso-far=
east-font-family: "Times New Roman"; mso-bidi-font-family: "Times New =
Roman"'>&middot;</SPAN><SPAN=20
style=3D'FONT-SIZE: 7pt; FONT-FAMILY: "Times New Roman",serif; COLOR: =
#3f3f3f; mso-fareast-font-family: "Times New Roman"'>&nbsp;&nbsp;&nbsp=
;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;</SPAN><SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Times New Roman",serif; COLOR:=
 #3f3f3f; mso-fareast-font-family: "Times New Roman"'>Analyse=20
the Federal Aviation Authority (FAA) dataset using Pandas</SPAN><SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Times New Roman",serif; mso-fa=
reast-font-family: "Times New Roman"'><o:p></o:p></SPAN></P>
<P class=3DMsoNormal=20
style=3D"BACKGROUND: white; MARGIN: 0cm 0cm 0pt 3.75pt; LINE-HEIGHT: n=
ormal; TEXT-INDENT: -18pt"><SPAN=20
style=3D'FONT-SIZE: 10pt; FONT-FAMILY: Symbol; COLOR: #3f3f3f; mso-far=
east-font-family: "Times New Roman"; mso-bidi-font-family: "Times New =
Roman"'>&middot;</SPAN><SPAN=20
style=3D'FONT-SIZE: 7pt; FONT-FAMILY: "Times New Roman",serif; COLOR: =
#3f3f3f; mso-fareast-font-family: "Times New Roman"'>&nbsp;&nbsp;&nbsp=
;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;</SPAN><SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Times New Roman",serif; COLOR:=
 #3f3f3f; mso-fareast-font-family: "Times New Roman"'>Analyse=20
the dataset in CSV format given for fire department</SPAN><SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Times New Roman",serif; mso-fa=
reast-font-family: "Times New Roman"'><o:p></o:p></SPAN></P>
<P class=3DMsoNormal=20
style=3D"BACKGROUND: white; MARGIN: 0cm 0cm 0pt; LINE-HEIGHT: normal">=
<B><SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Times New Roman",serif; COLOR:=
 #3f3f3f; LETTER-SPACING: 0.15pt; mso-fareast-font-family: "Times New =
Roman"'>MODULE=20
11: MACHINE LEARNING WITH SCIKIT&#8211;LEARN</SPAN></B><SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Times New Roman",serif; mso-fa=
reast-font-family: "Times New Roman"'><o:p></o:p></SPAN></P>
<P class=3DMsoNormal=20
style=3D"BACKGROUND: white; MARGIN: 0cm 0cm 0pt 3.75pt; LINE-HEIGHT: n=
ormal; TEXT-INDENT: -18pt"><SPAN=20
style=3D'FONT-SIZE: 10pt; FONT-FAMILY: Symbol; COLOR: #3f3f3f; mso-far=
east-font-family: "Times New Roman"; mso-bidi-font-family: "Times New =
Roman"'>&middot;</SPAN><SPAN=20
style=3D'FONT-SIZE: 7pt; FONT-FAMILY: "Times New Roman",serif; COLOR: =
#3f3f3f; mso-fareast-font-family: "Times New Roman"'>&nbsp;&nbsp;&nbsp=
;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;</SPAN><SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Times New Roman",serif; COLOR:=
 #3f3f3f; mso-fareast-font-family: "Times New Roman"'>Machine=20
Learning Approach</SPAN><SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Times New Roman",serif; mso-fa=
reast-font-family: "Times New Roman"'><o:p></o:p></SPAN></P>
<P class=3DMsoNormal=20
style=3D"BACKGROUND: white; MARGIN: 0cm 0cm 0pt 3.75pt; LINE-HEIGHT: n=
ormal; TEXT-INDENT: -18pt"><SPAN=20
style=3D'FONT-SIZE: 10pt; FONT-FAMILY: Symbol; COLOR: #3f3f3f; mso-far=
east-font-family: "Times New Roman"; mso-bidi-font-family: "Times New =
Roman"'>&middot;</SPAN><SPAN=20
style=3D'FONT-SIZE: 7pt; FONT-FAMILY: "Times New Roman",serif; COLOR: =
#3f3f3f; mso-fareast-font-family: "Times New Roman"'>&nbsp;&nbsp;&nbsp=
;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;</SPAN><SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Times New Roman",serif; COLOR:=
 #3f3f3f; mso-fareast-font-family: "Times New Roman"'>Understand=20
data sets and extract its features</SPAN><SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Times New Roman",serif; mso-fa=
reast-font-family: "Times New Roman"'><o:p></o:p></SPAN></P>
<P class=3DMsoNormal=20
style=3D"BACKGROUND: white; MARGIN: 0cm 0cm 0pt 3.75pt; LINE-HEIGHT: n=
ormal; TEXT-INDENT: -18pt"><SPAN=20
style=3D'FONT-SIZE: 10pt; FONT-FAMILY: Symbol; COLOR: #3f3f3f; mso-far=
east-font-family: "Times New Roman"; mso-bidi-font-family: "Times New =
Roman"'>&middot;</SPAN><SPAN=20
style=3D'FONT-SIZE: 7pt; FONT-FAMILY: "Times New Roman",serif; COLOR: =
#3f3f3f; mso-fareast-font-family: "Times New Roman"'>&nbsp;&nbsp;&nbsp=
;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;</SPAN><SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Times New Roman",serif; COLOR:=
 #3f3f3f; mso-fareast-font-family: "Times New Roman"'>Identifying=20
problem type and learning model</SPAN><SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Times New Roman",serif; mso-fa=
reast-font-family: "Times New Roman"'><o:p></o:p></SPAN></P>
<P class=3DMsoNormal=20
style=3D"BACKGROUND: white; MARGIN: 0cm 0cm 0pt 3.75pt; LINE-HEIGHT: n=
ormal; TEXT-INDENT: -18pt"><SPAN=20
style=3D'FONT-SIZE: 10pt; FONT-FAMILY: Symbol; COLOR: #3f3f3f; mso-far=
east-font-family: "Times New Roman"; mso-bidi-font-family: "Times New =
Roman"'>&middot;</SPAN><SPAN=20
style=3D'FONT-SIZE: 7pt; FONT-FAMILY: "Times New Roman",serif; COLOR: =
#3f3f3f; mso-fareast-font-family: "Times New Roman"'>&nbsp;&nbsp;&nbsp=
;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;</SPAN><SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Times New Roman",serif; COLOR:=
 #3f3f3f; mso-fareast-font-family: "Times New Roman"'>How=20
it Works</SPAN><SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Times New Roman",serif; mso-fa=
reast-font-family: "Times New Roman"'><o:p></o:p></SPAN></P>
<P class=3DMsoNormal=20
style=3D"BACKGROUND: white; MARGIN: 0cm 0cm 0pt 3.75pt; LINE-HEIGHT: n=
ormal; TEXT-INDENT: -18pt"><SPAN=20
style=3D'FONT-SIZE: 10pt; FONT-FAMILY: Symbol; COLOR: #3f3f3f; mso-far=
east-font-family: "Times New Roman"; mso-bidi-font-family: "Times New =
Roman"'>&middot;</SPAN><SPAN=20
style=3D'FONT-SIZE: 7pt; FONT-FAMILY: "Times New Roman",serif; COLOR: =
#3f3f3f; mso-fareast-font-family: "Times New Roman"'>&nbsp;&nbsp;&nbsp=
;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;</SPAN><SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Times New Roman",serif; COLOR:=
 #3f3f3f; mso-fareast-font-family: "Times New Roman"'>Train,=20
test and optimising the model</SPAN><SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Times New Roman",serif; mso-fa=
reast-font-family: "Times New Roman"'><o:p></o:p></SPAN></P>
<P class=3DMsoNormal=20
style=3D"BACKGROUND: white; MARGIN: 0cm 0cm 0pt 3.75pt; LINE-HEIGHT: n=
ormal; TEXT-INDENT: -18pt"><SPAN=20
style=3D'FONT-SIZE: 10pt; FONT-FAMILY: Symbol; COLOR: #3f3f3f; mso-far=
east-font-family: "Times New Roman"; mso-bidi-font-family: "Times New =
Roman"'>&middot;</SPAN><SPAN=20
style=3D'FONT-SIZE: 7pt; FONT-FAMILY: "Times New Roman",serif; COLOR: =
#3f3f3f; mso-fareast-font-family: "Times New Roman"'>&nbsp;&nbsp;&nbsp=
;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;</SPAN><SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Times New Roman",serif; COLOR:=
 #3f3f3f; mso-fareast-font-family: "Times New Roman"'>Supervised=20
Learning Model Considerations</SPAN><SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Times New Roman",serif; mso-fa=
reast-font-family: "Times New Roman"'><o:p></o:p></SPAN></P>
<P class=3DMsoNormal=20
style=3D"BACKGROUND: white; MARGIN: 0cm 0cm 0pt 3.75pt; LINE-HEIGHT: n=
ormal; TEXT-INDENT: -18pt"><SPAN=20
style=3D'FONT-SIZE: 10pt; FONT-FAMILY: Symbol; COLOR: #3f3f3f; mso-far=
east-font-family: "Times New Roman"; mso-bidi-font-family: "Times New =
Roman"'>&middot;</SPAN><SPAN=20
style=3D'FONT-SIZE: 7pt; FONT-FAMILY: "Times New Roman",serif; COLOR: =
#3f3f3f; mso-fareast-font-family: "Times New Roman"'>&nbsp;&nbsp;&nbsp=
;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;</SPAN><SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Times New Roman",serif; COLOR:=
 #3f3f3f; mso-fareast-font-family: "Times New Roman"'>Scikit-Learn</SP=
AN><SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Times New Roman",serif; mso-fa=
reast-font-family: "Times New Roman"'><o:p></o:p></SPAN></P>
<P class=3DMsoNormal=20
style=3D"BACKGROUND: white; MARGIN: 0cm 0cm 0pt 3.75pt; LINE-HEIGHT: n=
ormal; TEXT-INDENT: -18pt"><SPAN=20
style=3D'FONT-SIZE: 10pt; FONT-FAMILY: Symbol; COLOR: #3f3f3f; mso-far=
east-font-family: "Times New Roman"; mso-bidi-font-family: "Times New =
Roman"'>&middot;</SPAN><SPAN=20
style=3D'FONT-SIZE: 7pt; FONT-FAMILY: "Times New Roman",serif; COLOR: =
#3f3f3f; mso-fareast-font-family: "Times New Roman"'>&nbsp;&nbsp;&nbsp=
;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;</SPAN><SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Times New Roman",serif; COLOR:=
 #3f3f3f; mso-fareast-font-family: "Times New Roman"'>Supervised=20
Learning Models &#8211; Linear Regression</SPAN><SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Times New Roman",serif; mso-fa=
reast-font-family: "Times New Roman"'><o:p></o:p></SPAN></P>
<P class=3DMsoNormal=20
style=3D"BACKGROUND: white; MARGIN: 0cm 0cm 0pt 3.75pt; LINE-HEIGHT: n=
ormal; TEXT-INDENT: -18pt"><SPAN=20
style=3D'FONT-SIZE: 10pt; FONT-FAMILY: Symbol; COLOR: #3f3f3f; mso-far=
east-font-family: "Times New Roman"; mso-bidi-font-family: "Times New =
Roman"'>&middot;</SPAN><SPAN=20
style=3D'FONT-SIZE: 7pt; FONT-FAMILY: "Times New Roman",serif; COLOR: =
#3f3f3f; mso-fareast-font-family: "Times New Roman"'>&nbsp;&nbsp;&nbsp=
;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;</SPAN><SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Times New Roman",serif; COLOR:=
 #3f3f3f; mso-fareast-font-family: "Times New Roman"'>Supervised=20
Learning Models &#8211; Logistic Regression</SPAN><SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Times New Roman",serif; mso-fa=
reast-font-family: "Times New Roman"'><o:p></o:p></SPAN></P>
<P class=3DMsoNormal=20
style=3D"BACKGROUND: white; MARGIN: 0cm 0cm 0pt 3.75pt; LINE-HEIGHT: n=
ormal; TEXT-INDENT: -18pt"><SPAN=20
style=3D'FONT-SIZE: 10pt; FONT-FAMILY: Symbol; COLOR: #3f3f3f; mso-far=
east-font-family: "Times New Roman"; mso-bidi-font-family: "Times New =
Roman"'>&middot;</SPAN><SPAN=20
style=3D'FONT-SIZE: 7pt; FONT-FAMILY: "Times New Roman",serif; COLOR: =
#3f3f3f; mso-fareast-font-family: "Times New Roman"'>&nbsp;&nbsp;&nbsp=
;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;</SPAN><SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Times New Roman",serif; COLOR:=
 #3f3f3f; mso-fareast-font-family: "Times New Roman"'>Unsupervised=20
Learning Models</SPAN><SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Times New Roman",serif; mso-fa=
reast-font-family: "Times New Roman"'><o:p></o:p></SPAN></P>
<P class=3DMsoNormal=20
style=3D"BACKGROUND: white; MARGIN: 0cm 0cm 0pt 3.75pt; LINE-HEIGHT: n=
ormal; TEXT-INDENT: -18pt"><SPAN=20
style=3D'FONT-SIZE: 10pt; FONT-FAMILY: Symbol; COLOR: #3f3f3f; mso-far=
east-font-family: "Times New Roman"; mso-bidi-font-family: "Times New =
Roman"'>&middot;</SPAN><SPAN=20
style=3D'FONT-SIZE: 7pt; FONT-FAMILY: "Times New Roman",serif; COLOR: =
#3f3f3f; mso-fareast-font-family: "Times New Roman"'>&nbsp;&nbsp;&nbsp=
;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;</SPAN><SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Times New Roman",serif; COLOR:=
 #3f3f3f; mso-fareast-font-family: "Times New Roman"'>Pipeline</SPAN><=
SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Times New Roman",serif; mso-fa=
reast-font-family: "Times New Roman"'><o:p></o:p></SPAN></P>
<P class=3DMsoNormal=20
style=3D"BACKGROUND: white; MARGIN: 0cm 0cm 0pt 3.75pt; LINE-HEIGHT: n=
ormal; TEXT-INDENT: -18pt"><SPAN=20
style=3D'FONT-SIZE: 10pt; FONT-FAMILY: Symbol; COLOR: #3f3f3f; mso-far=
east-font-family: "Times New Roman"; mso-bidi-font-family: "Times New =
Roman"'>&middot;</SPAN><SPAN=20
style=3D'FONT-SIZE: 7pt; FONT-FAMILY: "Times New Roman",serif; COLOR: =
#3f3f3f; mso-fareast-font-family: "Times New Roman"'>&nbsp;&nbsp;&nbsp=
;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;</SPAN><SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Times New Roman",serif; COLOR:=
 #3f3f3f; mso-fareast-font-family: "Times New Roman"'>Model=20
Persistence and Evaluation</SPAN><SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Times New Roman",serif; mso-fa=
reast-font-family: "Times New Roman"'><o:p></o:p></SPAN></P>
<P class=3DMsoNormal=20
style=3D"BACKGROUND: white; MARGIN: 0cm 0cm 0pt 3.75pt; LINE-HEIGHT: n=
ormal; TEXT-INDENT: -18pt"><SPAN=20
style=3D'FONT-SIZE: 10pt; FONT-FAMILY: Symbol; COLOR: #3f3f3f; mso-far=
east-font-family: "Times New Roman"; mso-bidi-font-family: "Times New =
Roman"'>&middot;</SPAN><SPAN=20
style=3D'FONT-SIZE: 7pt; FONT-FAMILY: "Times New Roman",serif; COLOR: =
#3f3f3f; mso-fareast-font-family: "Times New Roman"'>&nbsp;&nbsp;&nbsp=
;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;</SPAN><SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Times New Roman",serif; COLOR:=
 #3f3f3f; mso-fareast-font-family: "Times New Roman"'>Analyse=20
a dataset to find the features and response label of it</SPAN><SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Times New Roman",serif; mso-fa=
reast-font-family: "Times New Roman"'><o:p></o:p></SPAN></P>
<P class=3DMsoNormal=20
style=3D"BACKGROUND: white; MARGIN: 0cm 0cm 0pt; LINE-HEIGHT: normal">=
<B><SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Times New Roman",serif; COLOR:=
 #3f3f3f; LETTER-SPACING: 0.15pt; mso-fareast-font-family: "Times New =
Roman"'>MODULE=20
12: NATURAL LANGUAGE PROCESSING WITH SCIKIT LEARN</SPAN></B><SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Times New Roman",serif; mso-fa=
reast-font-family: "Times New Roman"'><o:p></o:p></SPAN></P>
<P class=3DMsoNormal=20
style=3D"BACKGROUND: white; MARGIN: 0cm 0cm 0pt 3.75pt; LINE-HEIGHT: n=
ormal; TEXT-INDENT: -18pt"><SPAN=20
style=3D'FONT-SIZE: 10pt; FONT-FAMILY: Symbol; COLOR: #3f3f3f; mso-far=
east-font-family: "Times New Roman"; mso-bidi-font-family: "Times New =
Roman"'>&middot;</SPAN><SPAN=20
style=3D'FONT-SIZE: 7pt; FONT-FAMILY: "Times New Roman",serif; COLOR: =
#3f3f3f; mso-fareast-font-family: "Times New Roman"'>&nbsp;&nbsp;&nbsp=
;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;</SPAN><SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Times New Roman",serif; COLOR:=
 #3f3f3f; mso-fareast-font-family: "Times New Roman"'>NLP=20
Overview</SPAN><SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Times New Roman",serif; mso-fa=
reast-font-family: "Times New Roman"'><o:p></o:p></SPAN></P>
<P class=3DMsoNormal=20
style=3D"BACKGROUND: white; MARGIN: 0cm 0cm 0pt 3.75pt; LINE-HEIGHT: n=
ormal; TEXT-INDENT: -18pt"><SPAN=20
style=3D'FONT-SIZE: 10pt; FONT-FAMILY: Symbol; COLOR: #3f3f3f; mso-far=
east-font-family: "Times New Roman"; mso-bidi-font-family: "Times New =
Roman"'>&middot;</SPAN><SPAN=20
style=3D'FONT-SIZE: 7pt; FONT-FAMILY: "Times New Roman",serif; COLOR: =
#3f3f3f; mso-fareast-font-family: "Times New Roman"'>&nbsp;&nbsp;&nbsp=
;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;</SPAN><SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Times New Roman",serif; COLOR:=
 #3f3f3f; mso-fareast-font-family: "Times New Roman"'>NLP=20
Applications</SPAN><SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Times New Roman",serif; mso-fa=
reast-font-family: "Times New Roman"'><o:p></o:p></SPAN></P>
<P class=3DMsoNormal=20
style=3D"BACKGROUND: white; MARGIN: 0cm 0cm 0pt 3.75pt; LINE-HEIGHT: n=
ormal; TEXT-INDENT: -18pt"><SPAN=20
style=3D'FONT-SIZE: 10pt; FONT-FAMILY: Symbol; COLOR: #3f3f3f; mso-far=
east-font-family: "Times New Roman"; mso-bidi-font-family: "Times New =
Roman"'>&middot;</SPAN><SPAN=20
style=3D'FONT-SIZE: 7pt; FONT-FAMILY: "Times New Roman",serif; COLOR: =
#3f3f3f; mso-fareast-font-family: "Times New Roman"'>&nbsp;&nbsp;&nbsp=
;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;</SPAN><SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Times New Roman",serif; COLOR:=
 #3f3f3f; mso-fareast-font-family: "Times New Roman"'>NLP=20
Libraries-Scikit</SPAN><SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Times New Roman",serif; mso-fa=
reast-font-family: "Times New Roman"'><o:p></o:p></SPAN></P>
<P class=3DMsoNormal=20
style=3D"BACKGROUND: white; MARGIN: 0cm 0cm 0pt 3.75pt; LINE-HEIGHT: n=
ormal; TEXT-INDENT: -18pt"><SPAN=20
style=3D'FONT-SIZE: 10pt; FONT-FAMILY: Symbol; COLOR: #3f3f3f; mso-far=
east-font-family: "Times New Roman"; mso-bidi-font-family: "Times New =
Roman"'>&middot;</SPAN><SPAN=20
style=3D'FONT-SIZE: 7pt; FONT-FAMILY: "Times New Roman",serif; COLOR: =
#3f3f3f; mso-fareast-font-family: "Times New Roman"'>&nbsp;&nbsp;&nbsp=
;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;</SPAN><SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Times New Roman",serif; COLOR:=
 #3f3f3f; mso-fareast-font-family: "Times New Roman"'>Extraction=20
Considerations</SPAN><SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Times New Roman",serif; mso-fa=
reast-font-family: "Times New Roman"'><o:p></o:p></SPAN></P>
<P class=3DMsoNormal=20
style=3D"BACKGROUND: white; MARGIN: 0cm 0cm 0pt 3.75pt; LINE-HEIGHT: n=
ormal; TEXT-INDENT: -18pt"><SPAN=20
style=3D'FONT-SIZE: 10pt; FONT-FAMILY: Symbol; COLOR: #3f3f3f; mso-far=
east-font-family: "Times New Roman"; mso-bidi-font-family: "Times New =
Roman"'>&middot;</SPAN><SPAN=20
style=3D'FONT-SIZE: 7pt; FONT-FAMILY: "Times New Roman",serif; COLOR: =
#3f3f3f; mso-fareast-font-family: "Times New Roman"'>&nbsp;&nbsp;&nbsp=
;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;</SPAN><SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Times New Roman",serif; COLOR:=
 #3f3f3f; mso-fareast-font-family: "Times New Roman"'>Scikit=20
Learn-Model Training and Grid Search</SPAN><SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Times New Roman",serif; mso-fa=
reast-font-family: "Times New Roman"'><o:p></o:p></SPAN></P>
<P class=3DMsoNormal=20
style=3D"BACKGROUND: white; MARGIN: 0cm 0cm 0pt 3.75pt; LINE-HEIGHT: n=
ormal; TEXT-INDENT: -18pt"><SPAN=20
style=3D'FONT-SIZE: 10pt; FONT-FAMILY: Symbol; COLOR: #3f3f3f; mso-far=
east-font-family: "Times New Roman"; mso-bidi-font-family: "Times New =
Roman"'>&middot;</SPAN><SPAN=20
style=3D'FONT-SIZE: 7pt; FONT-FAMILY: "Times New Roman",serif; COLOR: =
#3f3f3f; mso-fareast-font-family: "Times New Roman"'>&nbsp;&nbsp;&nbsp=
;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;</SPAN><SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Times New Roman",serif; COLOR:=
 #3f3f3f; mso-fareast-font-family: "Times New Roman"'>Analyse=20
a given spam collection dataset</SPAN><SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Times New Roman",serif; mso-fa=
reast-font-family: "Times New Roman"'><o:p></o:p></SPAN></P>
<P class=3DMsoNormal=20
style=3D"BACKGROUND: white; MARGIN: 0cm 0cm 0pt 3.75pt; LINE-HEIGHT: n=
ormal; TEXT-INDENT: -18pt"><SPAN=20
style=3D'FONT-SIZE: 10pt; FONT-FAMILY: Symbol; COLOR: #3f3f3f; mso-far=
east-font-family: "Times New Roman"; mso-bidi-font-family: "Times New =
Roman"'>&middot;</SPAN><SPAN=20
style=3D'FONT-SIZE: 7pt; FONT-FAMILY: "Times New Roman",serif; COLOR: =
#3f3f3f; mso-fareast-font-family: "Times New Roman"'>&nbsp;&nbsp;&nbsp=
;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;</SPAN><SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Times New Roman",serif; COLOR:=
 #3f3f3f; mso-fareast-font-family: "Times New Roman"'>Analyse=20
the sentiment dataset using NLP</SPAN><SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Times New Roman",serif; mso-fa=
reast-font-family: "Times New Roman"'><o:p></o:p></SPAN></P>
<P class=3DMsoNormal=20
style=3D"BACKGROUND: white; MARGIN: 0cm 0cm 0pt; LINE-HEIGHT: normal">=
<B><SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Times New Roman",serif; COLOR:=
 #3f3f3f; LETTER-SPACING: 0.15pt; mso-fareast-font-family: "Times New =
Roman"'>MODULE=20
13: DATA VISUALISATION IN PYTHON USING MATPLOT-LIB</SPAN></B><SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Times New Roman",serif; mso-fa=
reast-font-family: "Times New Roman"'><o:p></o:p></SPAN></P>
<P class=3DMsoNormal=20
style=3D"BACKGROUND: white; MARGIN: 0cm 0cm 0pt 3.75pt; LINE-HEIGHT: n=
ormal; TEXT-INDENT: -18pt"><SPAN=20
style=3D'FONT-SIZE: 10pt; FONT-FAMILY: Symbol; COLOR: #3f3f3f; mso-far=
east-font-family: "Times New Roman"; mso-bidi-font-family: "Times New =
Roman"'>&middot;</SPAN><SPAN=20
style=3D'FONT-SIZE: 7pt; FONT-FAMILY: "Times New Roman",serif; COLOR: =
#3f3f3f; mso-fareast-font-family: "Times New Roman"'>&nbsp;&nbsp;&nbsp=
;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;</SPAN><SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Times New Roman",serif; COLOR:=
 #3f3f3f; mso-fareast-font-family: "Times New Roman"'>Introduction=20
to Data Visualisation</SPAN><SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Times New Roman",serif; mso-fa=
reast-font-family: "Times New Roman"'><o:p></o:p></SPAN></P>
<P class=3DMsoNormal=20
style=3D"BACKGROUND: white; MARGIN: 0cm 0cm 0pt 3.75pt; LINE-HEIGHT: n=
ormal; TEXT-INDENT: -18pt"><SPAN=20
style=3D'FONT-SIZE: 10pt; FONT-FAMILY: Symbol; COLOR: #3f3f3f; mso-far=
east-font-family: "Times New Roman"; mso-bidi-font-family: "Times New =
Roman"'>&middot;</SPAN><SPAN=20
style=3D'FONT-SIZE: 7pt; FONT-FAMILY: "Times New Roman",serif; COLOR: =
#3f3f3f; mso-fareast-font-family: "Times New Roman"'>&nbsp;&nbsp;&nbsp=
;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;</SPAN><SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Times New Roman",serif; COLOR:=
 #3f3f3f; mso-fareast-font-family: "Times New Roman"'>Line=20
Properties</SPAN><SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Times New Roman",serif; mso-fa=
reast-font-family: "Times New Roman"'><o:p></o:p></SPAN></P>
<P class=3DMsoNormal=20
style=3D"BACKGROUND: white; MARGIN: 0cm 0cm 0pt 3.75pt; LINE-HEIGHT: n=
ormal; TEXT-INDENT: -18pt"><SPAN=20
style=3D'FONT-SIZE: 10pt; FONT-FAMILY: Symbol; COLOR: #3f3f3f; mso-far=
east-font-family: "Times New Roman"; mso-bidi-font-family: "Times New =
Roman"'>&middot;</SPAN><SPAN=20
style=3D'FONT-SIZE: 7pt; FONT-FAMILY: "Times New Roman",serif; COLOR: =
#3f3f3f; mso-fareast-font-family: "Times New Roman"'>&nbsp;&nbsp;&nbsp=
;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;</SPAN><SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Times New Roman",serif; COLOR:=
 #3f3f3f; mso-fareast-font-family: "Times New Roman"'>(x,=20
y) Plot and Subplots</SPAN><SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Times New Roman",serif; mso-fa=
reast-font-family: "Times New Roman"'><o:p></o:p></SPAN></P>
<P class=3DMsoNormal=20
style=3D"BACKGROUND: white; MARGIN: 0cm 0cm 0pt 3.75pt; LINE-HEIGHT: n=
ormal; TEXT-INDENT: -18pt"><SPAN=20
style=3D'FONT-SIZE: 10pt; FONT-FAMILY: Symbol; COLOR: #3f3f3f; mso-far=
east-font-family: "Times New Roman"; mso-bidi-font-family: "Times New =
Roman"'>&middot;</SPAN><SPAN=20
style=3D'FONT-SIZE: 7pt; FONT-FAMILY: "Times New Roman",serif; COLOR: =
#3f3f3f; mso-fareast-font-family: "Times New Roman"'>&nbsp;&nbsp;&nbsp=
;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;</SPAN><SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Times New Roman",serif; COLOR:=
 #3f3f3f; mso-fareast-font-family: "Times New Roman"'>Types=20
of Plots</SPAN><SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Times New Roman",serif; mso-fa=
reast-font-family: "Times New Roman"'><o:p></o:p></SPAN></P>
<P class=3DMsoNormal=20
style=3D"BACKGROUND: white; MARGIN: 0cm 0cm 0pt 3.75pt; LINE-HEIGHT: n=
ormal; TEXT-INDENT: -18pt"><SPAN=20
style=3D'FONT-SIZE: 10pt; FONT-FAMILY: Symbol; COLOR: #3f3f3f; mso-far=
east-font-family: "Times New Roman"; mso-bidi-font-family: "Times New =
Roman"'>&middot;</SPAN><SPAN=20
style=3D'FONT-SIZE: 7pt; FONT-FAMILY: "Times New Roman",serif; COLOR: =
#3f3f3f; mso-fareast-font-family: "Times New Roman"'>&nbsp;&nbsp;&nbsp=
;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;</SPAN><SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Times New Roman",serif; COLOR:=
 #3f3f3f; mso-fareast-font-family: "Times New Roman"'>Analyse=20
the &ldquo;auto mpg data&rdquo; and draw a pair plot</SPAN><SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Times New Roman",serif; mso-fa=
reast-font-family: "Times New Roman"'><o:p></o:p></SPAN></P>
<P class=3DMsoNormal=20
style=3D"BACKGROUND: white; MARGIN: 0cm 0cm 0pt 3.75pt; LINE-HEIGHT: n=
ormal; TEXT-INDENT: -18pt"><SPAN=20
style=3D'FONT-SIZE: 10pt; FONT-FAMILY: Symbol; COLOR: #3f3f3f; mso-far=
east-font-family: "Times New Roman"; mso-bidi-font-family: "Times New =
Roman"'>&middot;</SPAN><SPAN=20
style=3D'FONT-SIZE: 7pt; FONT-FAMILY: "Times New Roman",serif; COLOR: =
#3f3f3f; mso-fareast-font-family: "Times New Roman"'>&nbsp;&nbsp;&nbsp=
;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;</SPAN><SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Times New Roman",serif; COLOR:=
 #3f3f3f; mso-fareast-font-family: "Times New Roman"'>Draw=20
a pie chart to visualise a dataset</SPAN><SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Times New Roman",serif; mso-fa=
reast-font-family: "Times New Roman"'><o:p></o:p></SPAN></P>
<P class=3DMsoNormal=20
style=3D"BACKGROUND: white; MARGIN: 0cm 0cm 0pt; LINE-HEIGHT: normal">=
<B><SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Times New Roman",serif; COLOR:=
 #3f3f3f; LETTER-SPACING: 0.15pt; mso-fareast-font-family: "Times New =
Roman"'>MODULE=20
14: WEB SCRAPING WITH BEAUTIFUL SOUP</SPAN></B><SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Times New Roman",serif; mso-fa=
reast-font-family: "Times New Roman"'><o:p></o:p></SPAN></P>
<P class=3DMsoNormal=20
style=3D"BACKGROUND: white; MARGIN: 0cm 0cm 0pt 3.75pt; LINE-HEIGHT: n=
ormal; TEXT-INDENT: -18pt"><SPAN=20
style=3D'FONT-SIZE: 10pt; FONT-FAMILY: Symbol; COLOR: #3f3f3f; mso-far=
east-font-family: "Times New Roman"; mso-bidi-font-family: "Times New =
Roman"'>&middot;</SPAN><SPAN=20
style=3D'FONT-SIZE: 7pt; FONT-FAMILY: "Times New Roman",serif; COLOR: =
#3f3f3f; mso-fareast-font-family: "Times New Roman"'>&nbsp;&nbsp;&nbsp=
;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;</SPAN><SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Times New Roman",serif; COLOR:=
 #3f3f3f; mso-fareast-font-family: "Times New Roman"'>Web=20
Scraping and Parsing</SPAN><SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Times New Roman",serif; mso-fa=
reast-font-family: "Times New Roman"'><o:p></o:p></SPAN></P>
<P class=3DMsoNormal=20
style=3D"BACKGROUND: white; MARGIN: 0cm 0cm 0pt 3.75pt; LINE-HEIGHT: n=
ormal; TEXT-INDENT: -18pt"><SPAN=20
style=3D'FONT-SIZE: 10pt; FONT-FAMILY: Symbol; COLOR: #3f3f3f; mso-far=
east-font-family: "Times New Roman"; mso-bidi-font-family: "Times New =
Roman"'>&middot;</SPAN><SPAN=20
style=3D'FONT-SIZE: 7pt; FONT-FAMILY: "Times New Roman",serif; COLOR: =
#3f3f3f; mso-fareast-font-family: "Times New Roman"'>&nbsp;&nbsp;&nbsp=
;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;</SPAN><SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Times New Roman",serif; COLOR:=
 #3f3f3f; mso-fareast-font-family: "Times New Roman"'>Knowledge=20
Check</SPAN><SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Times New Roman",serif; mso-fa=
reast-font-family: "Times New Roman"'><o:p></o:p></SPAN></P>
<P class=3DMsoNormal=20
style=3D"BACKGROUND: white; MARGIN: 0cm 0cm 0pt 3.75pt; LINE-HEIGHT: n=
ormal; TEXT-INDENT: -18pt"><SPAN=20
style=3D'FONT-SIZE: 10pt; FONT-FAMILY: Symbol; COLOR: #3f3f3f; mso-far=
east-font-family: "Times New Roman"; mso-bidi-font-family: "Times New =
Roman"'>&middot;</SPAN><SPAN=20
style=3D'FONT-SIZE: 7pt; FONT-FAMILY: "Times New Roman",serif; COLOR: =
#3f3f3f; mso-fareast-font-family: "Times New Roman"'>&nbsp;&nbsp;&nbsp=
;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;</SPAN><SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Times New Roman",serif; COLOR:=
 #3f3f3f; mso-fareast-font-family: "Times New Roman"'>Understanding=20
and Searching the Tree</SPAN><SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Times New Roman",serif; mso-fa=
reast-font-family: "Times New Roman"'><o:p></o:p></SPAN></P>
<P class=3DMsoNormal=20
style=3D"BACKGROUND: white; MARGIN: 0cm 0cm 0pt 3.75pt; LINE-HEIGHT: n=
ormal; TEXT-INDENT: -18pt"><SPAN=20
style=3D'FONT-SIZE: 10pt; FONT-FAMILY: Symbol; COLOR: #3f3f3f; mso-far=
east-font-family: "Times New Roman"; mso-bidi-font-family: "Times New =
Roman"'>&middot;</SPAN><SPAN=20
style=3D'FONT-SIZE: 7pt; FONT-FAMILY: "Times New Roman",serif; COLOR: =
#3f3f3f; mso-fareast-font-family: "Times New Roman"'>&nbsp;&nbsp;&nbsp=
;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;</SPAN><SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Times New Roman",serif; COLOR:=
 #3f3f3f; mso-fareast-font-family: "Times New Roman"'>Navigating=20
options</SPAN><SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Times New Roman",serif; mso-fa=
reast-font-family: "Times New Roman"'><o:p></o:p></SPAN></P>
<P class=3DMsoNormal=20
style=3D"BACKGROUND: white; MARGIN: 0cm 0cm 0pt 3.75pt; LINE-HEIGHT: n=
ormal; TEXT-INDENT: -18pt"><SPAN=20
style=3D'FONT-SIZE: 10pt; FONT-FAMILY: Symbol; COLOR: #3f3f3f; mso-far=
east-font-family: "Times New Roman"; mso-bidi-font-family: "Times New =
Roman"'>&middot;</SPAN><SPAN=20
style=3D'FONT-SIZE: 7pt; FONT-FAMILY: "Times New Roman",serif; COLOR: =
#3f3f3f; mso-fareast-font-family: "Times New Roman"'>&nbsp;&nbsp;&nbsp=
;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;</SPAN><SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Times New Roman",serif; COLOR:=
 #3f3f3f; mso-fareast-font-family: "Times New Roman"'>Demo3=20
Navigating a Tree</SPAN><SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Times New Roman",serif; mso-fa=
reast-font-family: "Times New Roman"'><o:p></o:p></SPAN></P>
<P class=3DMsoNormal=20
style=3D"BACKGROUND: white; MARGIN: 0cm 0cm 0pt 3.75pt; LINE-HEIGHT: n=
ormal; TEXT-INDENT: -18pt"><SPAN=20
style=3D'FONT-SIZE: 10pt; FONT-FAMILY: Symbol; COLOR: #3f3f3f; mso-far=
east-font-family: "Times New Roman"; mso-bidi-font-family: "Times New =
Roman"'>&middot;</SPAN><SPAN=20
style=3D'FONT-SIZE: 7pt; FONT-FAMILY: "Times New Roman",serif; COLOR: =
#3f3f3f; mso-fareast-font-family: "Times New Roman"'>&nbsp;&nbsp;&nbsp=
;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;</SPAN><SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Times New Roman",serif; COLOR:=
 #3f3f3f; mso-fareast-font-family: "Times New Roman"'>Knowledge=20
Check</SPAN><SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Times New Roman",serif; mso-fa=
reast-font-family: "Times New Roman"'><o:p></o:p></SPAN></P>
<P class=3DMsoNormal=20
style=3D"BACKGROUND: white; MARGIN: 0cm 0cm 0pt 3.75pt; LINE-HEIGHT: n=
ormal; TEXT-INDENT: -18pt"><SPAN=20
style=3D'FONT-SIZE: 10pt; FONT-FAMILY: Symbol; COLOR: #3f3f3f; mso-far=
east-font-family: "Times New Roman"; mso-bidi-font-family: "Times New =
Roman"'>&middot;</SPAN><SPAN=20
style=3D'FONT-SIZE: 7pt; FONT-FAMILY: "Times New Roman",serif; COLOR: =
#3f3f3f; mso-fareast-font-family: "Times New Roman"'>&nbsp;&nbsp;&nbsp=
;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;</SPAN><SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Times New Roman",serif; COLOR:=
 #3f3f3f; mso-fareast-font-family: "Times New Roman"'>Modifying=20
the Tree</SPAN><SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Times New Roman",serif; mso-fa=
reast-font-family: "Times New Roman"'><o:p></o:p></SPAN></P>
<P class=3DMsoNormal=20
style=3D"BACKGROUND: white; MARGIN: 0cm 0cm 0pt 3.75pt; LINE-HEIGHT: n=
ormal; TEXT-INDENT: -18pt"><SPAN=20
style=3D'FONT-SIZE: 10pt; FONT-FAMILY: Symbol; COLOR: #3f3f3f; mso-far=
east-font-family: "Times New Roman"; mso-bidi-font-family: "Times New =
Roman"'>&middot;</SPAN><SPAN=20
style=3D'FONT-SIZE: 7pt; FONT-FAMILY: "Times New Roman",serif; COLOR: =
#3f3f3f; mso-fareast-font-family: "Times New Roman"'>&nbsp;&nbsp;&nbsp=
;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;</SPAN><SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Times New Roman",serif; COLOR:=
 #3f3f3f; mso-fareast-font-family: "Times New Roman"'>Parsing=20
and Printing the Document</SPAN><SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Times New Roman",serif; mso-fa=
reast-font-family: "Times New Roman"'><o:p></o:p></SPAN></P>
<P class=3DMsoNormal=20
style=3D"BACKGROUND: white; MARGIN: 0cm 0cm 0pt 3.75pt; LINE-HEIGHT: n=
ormal; TEXT-INDENT: -18pt"><SPAN=20
style=3D'FONT-SIZE: 10pt; FONT-FAMILY: Symbol; COLOR: #3f3f3f; mso-far=
east-font-family: "Times New Roman"; mso-bidi-font-family: "Times New =
Roman"'>&middot;</SPAN><SPAN=20
style=3D'FONT-SIZE: 7pt; FONT-FAMILY: "Times New Roman",serif; COLOR: =
#3f3f3f; mso-fareast-font-family: "Times New Roman"'>&nbsp;&nbsp;&nbsp=
;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;</SPAN><SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Times New Roman",serif; COLOR:=
 #3f3f3f; mso-fareast-font-family: "Times New Roman"'>Scrape=20
the Simplilearn website page to perform some tasks</SPAN><SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Times New Roman",serif; mso-fa=
reast-font-family: "Times New Roman"'><o:p></o:p></SPAN></P>
<P class=3DMsoNormal=20
style=3D"BACKGROUND: white; MARGIN: 0cm 0cm 0pt 3.75pt; LINE-HEIGHT: n=
ormal; TEXT-INDENT: -18pt"><SPAN=20
style=3D'FONT-SIZE: 10pt; FONT-FAMILY: Symbol; COLOR: #3f3f3f; mso-far=
east-font-family: "Times New Roman"; mso-bidi-font-family: "Times New =
Roman"'>&middot;</SPAN><SPAN=20
style=3D'FONT-SIZE: 7pt; FONT-FAMILY: "Times New Roman",serif; COLOR: =
#3f3f3f; mso-fareast-font-family: "Times New Roman"'>&nbsp;&nbsp;&nbsp=
;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;</SPAN><SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Times New Roman",serif; COLOR:=
 #3f3f3f; mso-fareast-font-family: "Times New Roman"'>Scrape=20
the Simplilearn website page to perform some tasks</SPAN><SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Times New Roman",serif; mso-fa=
reast-font-family: "Times New Roman"'><o:p></o:p></SPAN></P>
<P class=3DMsoNormal=20
style=3D"BACKGROUND: white; MARGIN: 0cm 0cm 0pt; LINE-HEIGHT: normal">=
<B><SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Times New Roman",serif; COLOR:=
 #3f3f3f; LETTER-SPACING: 0.15pt; mso-fareast-font-family: "Times New =
Roman"'>MODULE=20
15: INTEGRATION WITH HADOOP MAP-REDUCE AND SPARK</SPAN></B><SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Times New Roman",serif; mso-fa=
reast-font-family: "Times New Roman"'><o:p></o:p></SPAN></P>
<P class=3DMsoNormal=20
style=3D"BACKGROUND: white; MARGIN: 0cm 0cm 0pt 3.75pt; LINE-HEIGHT: n=
ormal; TEXT-INDENT: -18pt"><SPAN=20
style=3D'FONT-SIZE: 10pt; FONT-FAMILY: Symbol; COLOR: #3f3f3f; mso-far=
east-font-family: "Times New Roman"; mso-bidi-font-family: "Times New =
Roman"'>&middot;</SPAN><SPAN=20
style=3D'FONT-SIZE: 7pt; FONT-FAMILY: "Times New Roman",serif; COLOR: =
#3f3f3f; mso-fareast-font-family: "Times New Roman"'>&nbsp;&nbsp;&nbsp=
;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;</SPAN><SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Times New Roman",serif; COLOR:=
 #3f3f3f; mso-fareast-font-family: "Times New Roman"'>Why=20
Big Data Solutions are Provided for Python0</SPAN><SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Times New Roman",serif; mso-fa=
reast-font-family: "Times New Roman"'><o:p></o:p></SPAN></P>
<P class=3DMsoNormal=20
style=3D"BACKGROUND: white; MARGIN: 0cm 0cm 0pt 3.75pt; LINE-HEIGHT: n=
ormal; TEXT-INDENT: -18pt"><SPAN=20
style=3D'FONT-SIZE: 10pt; FONT-FAMILY: Symbol; COLOR: #3f3f3f; mso-far=
east-font-family: "Times New Roman"; mso-bidi-font-family: "Times New =
Roman"'>&middot;</SPAN><SPAN=20
style=3D'FONT-SIZE: 7pt; FONT-FAMILY: "Times New Roman",serif; COLOR: =
#3f3f3f; mso-fareast-font-family: "Times New Roman"'>&nbsp;&nbsp;&nbsp=
;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;</SPAN><SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Times New Roman",serif; COLOR:=
 #3f3f3f; mso-fareast-font-family: "Times New Roman"'>Big=20
Data and Hadoop</SPAN><SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Times New Roman",serif; mso-fa=
reast-font-family: "Times New Roman"'><o:p></o:p></SPAN></P>
<P class=3DMsoNormal=20
style=3D"BACKGROUND: white; MARGIN: 0cm 0cm 0pt 3.75pt; LINE-HEIGHT: n=
ormal; TEXT-INDENT: -18pt"><SPAN=20
style=3D'FONT-SIZE: 10pt; FONT-FAMILY: Symbol; COLOR: #3f3f3f; mso-far=
east-font-family: "Times New Roman"; mso-bidi-font-family: "Times New =
Roman"'>&middot;</SPAN><SPAN=20
style=3D'FONT-SIZE: 7pt; FONT-FAMILY: "Times New Roman",serif; COLOR: =
#3f3f3f; mso-fareast-font-family: "Times New Roman"'>&nbsp;&nbsp;&nbsp=
;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;</SPAN><SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Times New Roman",serif; COLOR:=
 #3f3f3f; mso-fareast-font-family: "Times New Roman"'>Hadoop=20
Core Components</SPAN><SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Times New Roman",serif; mso-fa=
reast-font-family: "Times New Roman"'><o:p></o:p></SPAN></P>
<P class=3DMsoNormal=20
style=3D"BACKGROUND: white; MARGIN: 0cm 0cm 0pt 3.75pt; LINE-HEIGHT: n=
ormal; TEXT-INDENT: -18pt"><SPAN=20
style=3D'FONT-SIZE: 10pt; FONT-FAMILY: Symbol; COLOR: #3f3f3f; mso-far=
east-font-family: "Times New Roman"; mso-bidi-font-family: "Times New =
Roman"'>&middot;</SPAN><SPAN=20
style=3D'FONT-SIZE: 7pt; FONT-FAMILY: "Times New Roman",serif; COLOR: =
#3f3f3f; mso-fareast-font-family: "Times New Roman"'>&nbsp;&nbsp;&nbsp=
;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;</SPAN><SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Times New Roman",serif; COLOR:=
 #3f3f3f; mso-fareast-font-family: "Times New Roman"'>Python=20
Integration with HDFS using Hadoop Streaming</SPAN><SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Times New Roman",serif; mso-fa=
reast-font-family: "Times New Roman"'><o:p></o:p></SPAN></P>
<P class=3DMsoNormal=20
style=3D"BACKGROUND: white; MARGIN: 0cm 0cm 0pt 3.75pt; LINE-HEIGHT: n=
ormal; TEXT-INDENT: -18pt"><SPAN=20
style=3D'FONT-SIZE: 10pt; FONT-FAMILY: Symbol; COLOR: #3f3f3f; mso-far=
east-font-family: "Times New Roman"; mso-bidi-font-family: "Times New =
Roman"'>&middot;</SPAN><SPAN=20
style=3D'FONT-SIZE: 7pt; FONT-FAMILY: "Times New Roman",serif; COLOR: =
#3f3f3f; mso-fareast-font-family: "Times New Roman"'>&nbsp;&nbsp;&nbsp=
;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;</SPAN><SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Times New Roman",serif; COLOR:=
 #3f3f3f; mso-fareast-font-family: "Times New Roman"'>Using=20
Hadoop Streaming for Calculating Word Count</SPAN><SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Times New Roman",serif; mso-fa=
reast-font-family: "Times New Roman"'><o:p></o:p></SPAN></P>
<P class=3DMsoNormal=20
style=3D"BACKGROUND: white; MARGIN: 0cm 0cm 0pt 3.75pt; LINE-HEIGHT: n=
ormal; TEXT-INDENT: -18pt"><SPAN=20
style=3D'FONT-SIZE: 10pt; FONT-FAMILY: Symbol; COLOR: #3f3f3f; mso-far=
east-font-family: "Times New Roman"; mso-bidi-font-family: "Times New =
Roman"'>&middot;</SPAN><SPAN=20
style=3D'FONT-SIZE: 7pt; FONT-FAMILY: "Times New Roman",serif; COLOR: =
#3f3f3f; mso-fareast-font-family: "Times New Roman"'>&nbsp;&nbsp;&nbsp=
;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;</SPAN><SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Times New Roman",serif; COLOR:=
 #3f3f3f; mso-fareast-font-family: "Times New Roman"'>Python=20
Integration with Spark using PySpark</SPAN><SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Times New Roman",serif; mso-fa=
reast-font-family: "Times New Roman"'><o:p></o:p></SPAN></P>
<P class=3DMsoNormal=20
style=3D"BACKGROUND: white; MARGIN: 0cm 0cm 0pt 3.75pt; LINE-HEIGHT: n=
ormal; TEXT-INDENT: -18pt"><SPAN=20
style=3D'FONT-SIZE: 10pt; FONT-FAMILY: Symbol; COLOR: #3f3f3f; mso-far=
east-font-family: "Times New Roman"; mso-bidi-font-family: "Times New =
Roman"'>&middot;</SPAN><SPAN=20
style=3D'FONT-SIZE: 7pt; FONT-FAMILY: "Times New Roman",serif; COLOR: =
#3f3f3f; mso-fareast-font-family: "Times New Roman"'>&nbsp;&nbsp;&nbsp=
;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;</SPAN><SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Times New Roman",serif; COLOR:=
 #3f3f3f; mso-fareast-font-family: "Times New Roman"'>Using=20
PySpark to Determine Word Count</SPAN><SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Times New Roman",serif; mso-fa=
reast-font-family: "Times New Roman"'><o:p></o:p></SPAN></P>
<P class=3DMsoNormal=20
style=3D"BACKGROUND: white; MARGIN: 0cm 0cm 0pt 3.75pt; LINE-HEIGHT: n=
ormal; TEXT-INDENT: -18pt"><SPAN=20
style=3D'FONT-SIZE: 10pt; FONT-FAMILY: Symbol; COLOR: #3f3f3f; mso-far=
east-font-family: "Times New Roman"; mso-bidi-font-family: "Times New =
Roman"'>&middot;</SPAN><SPAN=20
style=3D'FONT-SIZE: 7pt; FONT-FAMILY: "Times New Roman",serif; COLOR: =
#3f3f3f; mso-fareast-font-family: "Times New Roman"'>&nbsp;&nbsp;&nbsp=
;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;</SPAN><SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Times New Roman",serif; COLOR:=
 #3f3f3f; mso-fareast-font-family: "Times New Roman"'>Determine=20
the word count for Amazon dataset</SPAN><SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Times New Roman",serif; mso-fa=
reast-font-family: "Times New Roman"'><o:p></o:p></SPAN></P>
<P class=3DMsoNormal=20
style=3D"BACKGROUND: white; MARGIN: 0cm 0cm 0pt 6.75pt; LINE-HEIGHT: n=
ormal; TEXT-INDENT: -18pt"><SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Times New Roman",serif; COLOR:=
 black; mso-fareast-font-family: "Times New Roman"'>&nbsp;</SPAN><SPAN=
=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Times New Roman",serif; mso-fa=
reast-font-family: "Times New Roman"'><o:p></o:p></SPAN></P>
<P class=3DMsoNormal=20
style=3D"BACKGROUND: white; MARGIN: 0cm 0cm 0pt; LINE-HEIGHT: normal">=
<B><SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Times New Roman",serif; COLOR:=
 black; mso-fareast-font-family: "Times New Roman"'>General=20
Notes</SPAN></B><SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Times New Roman",serif; mso-fa=
reast-font-family: "Times New Roman"'><o:p></o:p></SPAN></P>
<P class=3DMsoNormal=20
style=3D"BACKGROUND: white; MARGIN: 0cm 0cm 0pt 24.75pt; LINE-HEIGHT: =
normal; TEXT-INDENT: -18pt"><SPAN=20
style=3D'FONT-SIZE: 11.5pt; FONT-FAMILY: Symbol; mso-fareast-font-fami=
ly: "Times New Roman"; mso-bidi-font-family: "Times New Roman"'>&middo=
t;</SPAN><SPAN=20
style=3D'FONT-SIZE: 7pt; FONT-FAMILY: "Times New Roman",serif; mso-far=
east-font-family: "Times New Roman"'>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nb=
sp;&nbsp;&nbsp;&nbsp;</SPAN><SPAN=20
style=3D'FONT-SIZE: 11.5pt; FONT-FAMILY: "Verdana",sans-serif; mso-far=
east-font-family: "Times New Roman"; mso-bidi-font-family: "Times New =
Roman"'>All=20
our courses can be Tailor-made to participants' needs<o:p></o:p></SPAN=
></P>
<P class=3DMsoNormal=20
style=3D"BACKGROUND: white; MARGIN: 0cm 0cm 0pt 24.75pt; LINE-HEIGHT: =
normal; TEXT-INDENT: -18pt"><SPAN=20
style=3D'FONT-SIZE: 11.5pt; FONT-FAMILY: Symbol; mso-fareast-font-fami=
ly: "Times New Roman"; mso-bidi-font-family: "Times New Roman"'>&middo=
t;</SPAN><SPAN=20
style=3D'FONT-SIZE: 7pt; FONT-FAMILY: "Times New Roman",serif; mso-far=
east-font-family: "Times New Roman"'>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nb=
sp;&nbsp;&nbsp;&nbsp;</SPAN><SPAN=20
style=3D'FONT-SIZE: 11.5pt; FONT-FAMILY: "Verdana",sans-serif; mso-far=
east-font-family: "Times New Roman"; mso-bidi-font-family: "Times New =
Roman"'>The=20
participant must be conversant in English<o:p></o:p></SPAN></P>
<P class=3DMsoNormal=20
style=3D"BACKGROUND: white; MARGIN: 0cm 0cm 0pt 24.75pt; LINE-HEIGHT: =
normal; TEXT-INDENT: -18pt"><SPAN=20
style=3D'FONT-SIZE: 11.5pt; FONT-FAMILY: Symbol; mso-fareast-font-fami=
ly: "Times New Roman"; mso-bidi-font-family: "Times New Roman"'>&middo=
t;</SPAN><SPAN=20
style=3D'FONT-SIZE: 7pt; FONT-FAMILY: "Times New Roman",serif; mso-far=
east-font-family: "Times New Roman"'>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nb=
sp;&nbsp;&nbsp;&nbsp;</SPAN><SPAN=20
style=3D'FONT-SIZE: 11.5pt; FONT-FAMILY: "Verdana",sans-serif; mso-far=
east-font-family: "Times New Roman"; mso-bidi-font-family: "Times New =
Roman"'>Presentations=20
are well-guided, practical exercises, web-based tutorials, and group w=
ork. Our=20
facilitators are experts with more than 10 years of=20
experience.<o:p></o:p></SPAN></P>
<P class=3DMsoNormal=20
style=3D"BACKGROUND: white; MARGIN: 0cm 0cm 0pt 24.75pt; LINE-HEIGHT: =
normal; TEXT-INDENT: -18pt"><SPAN=20
style=3D'FONT-SIZE: 11.5pt; FONT-FAMILY: Symbol; mso-fareast-font-fami=
ly: "Times New Roman"; mso-bidi-font-family: "Times New Roman"'>&middo=
t;</SPAN><SPAN=20
style=3D'FONT-SIZE: 7pt; FONT-FAMILY: "Times New Roman",serif; mso-far=
east-font-family: "Times New Roman"'>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nb=
sp;&nbsp;&nbsp;&nbsp;</SPAN><SPAN=20
style=3D'FONT-SIZE: 11.5pt; FONT-FAMILY: "Verdana",sans-serif; mso-far=
east-font-family: "Times New Roman"; mso-bidi-font-family: "Times New =
Roman"'>Upon=20
completion of training the participant will be issued with a Foscore d=
evelopment=20
center certificate (FDC-K)<o:p></o:p></SPAN></P>
<P class=3DMsoNormal=20
style=3D"BACKGROUND: white; MARGIN: 0cm 0cm 0pt 24.75pt; LINE-HEIGHT: =
normal; TEXT-INDENT: -18pt"><SPAN=20
style=3D'FONT-SIZE: 11.5pt; FONT-FAMILY: Symbol; mso-fareast-font-fami=
ly: "Times New Roman"; mso-bidi-font-family: "Times New Roman"'>&middo=
t;</SPAN><SPAN=20
style=3D'FONT-SIZE: 7pt; FONT-FAMILY: "Times New Roman",serif; mso-far=
east-font-family: "Times New Roman"'>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nb=
sp;&nbsp;&nbsp;&nbsp;</SPAN><SPAN=20
style=3D'FONT-SIZE: 11.5pt; FONT-FAMILY: "Verdana",sans-serif; mso-far=
east-font-family: "Times New Roman"; mso-bidi-font-family: "Times New =
Roman"'>Training=20
will be done at the Foscore development center (FDC-K) centers. We als=
o offer=20
inhouse and online training on the client schedule<o:p></o:p></SPAN></=
P>
<P class=3DMsoNormal=20
style=3D"BACKGROUND: white; MARGIN: 0cm 0cm 0pt 24.75pt; LINE-HEIGHT: =
normal; TEXT-INDENT: -18pt"><SPAN=20
style=3D'FONT-SIZE: 11.5pt; FONT-FAMILY: Symbol; mso-fareast-font-fami=
ly: "Times New Roman"; mso-bidi-font-family: "Times New Roman"'>&middo=
t;</SPAN><SPAN=20
style=3D'FONT-SIZE: 7pt; FONT-FAMILY: "Times New Roman",serif; mso-far=
east-font-family: "Times New Roman"'>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nb=
sp;&nbsp;&nbsp;&nbsp;</SPAN><SPAN=20
style=3D'FONT-SIZE: 11.5pt; FONT-FAMILY: "Verdana",sans-serif; mso-far=
east-font-family: "Times New Roman"; mso-bidi-font-family: "Times New =
Roman"'>Course=20
duration is flexible and the contents can be modified to fit any numbe=
r of=20
days.<o:p></o:p></SPAN></P>
<P class=3DMsoNormal=20
style=3D"BACKGROUND: white; MARGIN: 0cm 0cm 0pt 24.75pt; LINE-HEIGHT: =
normal; TEXT-INDENT: -18pt"><SPAN=20
style=3D'FONT-SIZE: 11.5pt; FONT-FAMILY: Symbol; mso-fareast-font-fami=
ly: "Times New Roman"; mso-bidi-font-family: "Times New Roman"'>&middo=
t;</SPAN><SPAN=20
style=3D'FONT-SIZE: 7pt; FONT-FAMILY: "Times New Roman",serif; mso-far=
east-font-family: "Times New Roman"'>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nb=
sp;&nbsp;&nbsp;&nbsp;</SPAN><SPAN=20
style=3D'FONT-SIZE: 11.5pt; FONT-FAMILY: "Verdana",sans-serif; mso-far=
east-font-family: "Times New Roman"; mso-bidi-font-family: "Times New =
Roman"'>The=20
course fee for onsite training includes facilitation training material=
s, 2=20
coffee breaks, a buffet lunch, and a Certificate of successful complet=
ion of=20
Training. Participants will be responsible for their own travel expens=
es and=20
arrangements, airport transfers, visa application dinners, health/acci=
dent=20
insurance, and other personal expenses.<o:p></o:p></SPAN></P>
<P class=3DMsoNormal=20
style=3D"BACKGROUND: white; MARGIN: 0cm 0cm 0pt 24.75pt; LINE-HEIGHT: =
normal; TEXT-INDENT: -18pt"><SPAN=20
style=3D'FONT-SIZE: 11.5pt; FONT-FAMILY: Symbol; mso-fareast-font-fami=
ly: "Times New Roman"; mso-bidi-font-family: "Times New Roman"'>&middo=
t;</SPAN><SPAN=20
style=3D'FONT-SIZE: 7pt; FONT-FAMILY: "Times New Roman",serif; mso-far=
east-font-family: "Times New Roman"'>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nb=
sp;&nbsp;&nbsp;&nbsp;</SPAN><SPAN=20
style=3D'FONT-SIZE: 11.5pt; FONT-FAMILY: "Verdana",sans-serif; mso-far=
east-font-family: "Times New Roman"; mso-bidi-font-family: "Times New =
Roman"'>Accommodation,=20
pickup, freight booking, and Visa processing arrangement, are done on =
request,=20
at discounted prices.<o:p></o:p></SPAN></P>
<P class=3DMsoNormal=20
style=3D"BACKGROUND: white; MARGIN: 0cm 0cm 0pt 24.75pt; LINE-HEIGHT: =
normal; TEXT-INDENT: -18pt"><SPAN=20
style=3D'FONT-SIZE: 11.5pt; FONT-FAMILY: Symbol; mso-fareast-font-fami=
ly: "Times New Roman"; mso-bidi-font-family: "Times New Roman"'>&middo=
t;</SPAN><SPAN=20
style=3D'FONT-SIZE: 7pt; FONT-FAMILY: "Times New Roman",serif; mso-far=
east-font-family: "Times New Roman"'>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nb=
sp;&nbsp;&nbsp;&nbsp;</SPAN><SPAN=20
style=3D'FONT-SIZE: 11.5pt; FONT-FAMILY: "Verdana",sans-serif; mso-far=
east-font-family: "Times New Roman"; mso-bidi-font-family: "Times New =
Roman"'>Tablet=20
and Laptops are provided to participants on request as an add-on cost =
to the=20
training fee.<o:p></o:p></SPAN></P>
<P class=3DMsoNormal=20
style=3D"BACKGROUND: white; MARGIN: 0cm 0cm 0pt 24.75pt; LINE-HEIGHT: =
normal; TEXT-INDENT: -18pt"><SPAN=20
style=3D'FONT-SIZE: 11.5pt; FONT-FAMILY: Symbol; mso-fareast-font-fami=
ly: "Times New Roman"; mso-bidi-font-family: "Times New Roman"'>&middo=
t;</SPAN><SPAN=20
style=3D'FONT-SIZE: 7pt; FONT-FAMILY: "Times New Roman",serif; mso-far=
east-font-family: "Times New Roman"'>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nb=
sp;&nbsp;&nbsp;&nbsp;</SPAN><SPAN=20
style=3D'FONT-SIZE: 11.5pt; FONT-FAMILY: "Verdana",sans-serif; mso-far=
east-font-family: "Times New Roman"; mso-bidi-font-family: "Times New =
Roman"'>One-year&nbsp;free=20
Consultation and Coaching provided after the course.<o:p></o:p></SPAN>=
</P>
<P class=3DMsoNormal=20
style=3D"BACKGROUND: white; MARGIN: 0cm 0cm 0pt 24.75pt; LINE-HEIGHT: =
normal; TEXT-INDENT: -18pt"><SPAN=20
style=3D'FONT-SIZE: 11.5pt; FONT-FAMILY: Symbol; mso-fareast-font-fami=
ly: "Times New Roman"; mso-bidi-font-family: "Times New Roman"'>&middo=
t;</SPAN><SPAN=20
style=3D'FONT-SIZE: 7pt; FONT-FAMILY: "Times New Roman",serif; mso-far=
east-font-family: "Times New Roman"'>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nb=
sp;&nbsp;&nbsp;&nbsp;</SPAN><SPAN=20
style=3D'FONT-SIZE: 11.5pt; FONT-FAMILY: "Verdana",sans-serif; mso-far=
east-font-family: "Times New Roman"; mso-bidi-font-family: "Times New =
Roman"'>Register=20
as a group of more than two and enjoy a discount of (10% to=20
50%)<o:p></o:p></SPAN></P>
<P class=3DMsoNormal=20
style=3D"BACKGROUND: white; MARGIN: 0cm 0cm 0pt 24.75pt; LINE-HEIGHT: =
normal; TEXT-INDENT: -18pt"><SPAN=20
style=3D'FONT-SIZE: 11.5pt; FONT-FAMILY: Symbol; mso-fareast-font-fami=
ly: "Times New Roman"; mso-bidi-font-family: "Times New Roman"'>&middo=
t;</SPAN><SPAN=20
style=3D'FONT-SIZE: 7pt; FONT-FAMILY: "Times New Roman",serif; mso-far=
east-font-family: "Times New Roman"'>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nb=
sp;&nbsp;&nbsp;&nbsp;</SPAN><SPAN=20
style=3D'FONT-SIZE: 11.5pt; FONT-FAMILY: "Verdana",sans-serif; mso-far=
east-font-family: "Times New Roman"; mso-bidi-font-family: "Times New =
Roman"'>Payment=20
should be done before commence of the training or as agreed by the par=
ties, to=20
the FOSCORE DEVELOPMENT CENTER account, so as to enable us to prepare =
better for=20
you.<o:p></o:p></SPAN></P>
<P class=3DMsoNormal=20
style=3D"BACKGROUND: white; MARGIN: 0cm 0cm 0pt 24.75pt; LINE-HEIGHT: =
normal; TEXT-INDENT: -18pt"><SPAN=20
style=3D'FONT-SIZE: 11.5pt; FONT-FAMILY: Symbol; mso-fareast-font-fami=
ly: "Times New Roman"; mso-bidi-font-family: "Times New Roman"'>&middo=
t;</SPAN><SPAN=20
style=3D'FONT-SIZE: 7pt; FONT-FAMILY: "Times New Roman",serif; mso-far=
east-font-family: "Times New Roman"'>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nb=
sp;&nbsp;&nbsp;&nbsp;</SPAN><SPAN=20
style=3D'FONT-SIZE: 11.5pt; FONT-FAMILY: "Verdana",sans-serif; mso-far=
east-font-family: "Times New Roman"; mso-bidi-font-family: "Times New =
Roman"'>For=20
any inquiries reach us at&nbsp;<A target=3D_blank><SPAN=20
style=3D"TEXT-DECORATION: none; COLOR: blue; text-underline: none">tra=
ining@fdc-k.org</SPAN></A>&nbsp;or=20
+254712260031<o:p></o:p></SPAN></P>
<P class=3DMsoNormal=20
style=3D"BACKGROUND: white; MARGIN: 0cm 0cm 0pt; LINE-HEIGHT: normal">=
<SPAN=20
style=3D'FONT-SIZE: 11.5pt; FONT-FAMILY: "Verdana",sans-serif; mso-far=
east-font-family: "Times New Roman"; mso-bidi-font-family: "Times New =
Roman"'>&nbsp;<o:p></o:p></SPAN></P>
<P class=3DMsoNormal=20
style=3D"BACKGROUND: white; MARGIN: 0cm 0cm 0pt 24.75pt; LINE-HEIGHT: =
normal; TEXT-INDENT: -18pt"><SPAN=20
style=3D'FONT-SIZE: 11.5pt; FONT-FAMILY: Symbol; mso-fareast-font-fami=
ly: "Times New Roman"; mso-bidi-font-family: "Times New Roman"'>&middo=
t;</SPAN><SPAN=20
style=3D'FONT-SIZE: 7pt; FONT-FAMILY: "Times New Roman",serif; mso-far=
east-font-family: "Times New Roman"'>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nb=
sp;&nbsp;&nbsp;&nbsp;</SPAN><SPAN=20
style=3D'FONT-SIZE: 11.5pt; FONT-FAMILY: "Verdana",sans-serif; mso-far=
east-font-family: "Times New Roman"; mso-bidi-font-family: "Times New =
Roman"'>Website:<A=20
href=3D"http://email.foscoredevelopment.org/tracking/click?d=3Dhp1qy6R=
yuCnm0ZC03eiSpqM_ADWnSIWjB_oY_CWaZ5IornziT-Kba4G0uynlkWisFezcEsY1fYG-t=
GOIV2IHIOoPSCz_W5CME3XgyCTHyjORfKhPTEEygDT_4Gi8dcHf-YAOebYNMZY-HdKRlhk=
91Qg1" target=3D_blank><SPAN=20
style=3D"TEXT-DECORATION: none; COLOR: blue; text-underline: none">www=
.fdc-k.org</SPAN></A><o:p></o:p></SPAN></P>
<P class=3DMsoNormal=20
style=3D"BACKGROUND: white; MARGIN: 0cm 0cm 7.5pt 6.75pt; LINE-HEIGHT:=
 normal; TEXT-INDENT: -18pt"><SPAN=20
style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Times New Roman",serif; mso-fa=
reast-font-family: "Times New Roman"'>&nbsp;<o:p></o:p></SPAN></P>
<P class=3DMsoNormal=20
style=3D"BACKGROUND: #dddddd; MARGIN: 7.5pt 0cm; mso-line-height-alt: =
12.0pt; mso-outline-level: 2"><SPAN=20
style=3D'FONT-SIZE: 22.5pt; FONT-FAMILY: "Segoe UI",sans-serif; COLOR:=
 #cb2940; mso-fareast-font-family: "Times New Roman"'>Other=20
Upcoming Workshops Kenya, Rwanda, Tanzania, Ethiopia and=20
Dubai<o:p></o:p></SPAN></P>
<P>
<TABLE class=3DMsoNormalTable=20
style=3D"BORDER-TOP: medium none; BORDER-RIGHT: medium none; WIDTH: 10=
11.75pt; BACKGROUND: white; BORDER-COLLAPSE: collapse; BORDER-BOTTOM: =
medium none; BORDER-LEFT: medium none; mso-yfti-tbllook: 1184; mso-bor=
der-alt: solid #DDDDDD 1.5pt"=20
cellSpacing=3D0 cellPadding=3D0 border=3D1>
  <THEAD>
  <TR style=3D"mso-yfti-irow: 0; mso-yfti-firstrow: yes">
    <TD=20
    style=3D"BORDER-TOP: #dddddd 1.5pt solid; BORDER-RIGHT: #dddddd 1.=
5pt solid; BACKGROUND: #4eb04f; BORDER-BOTTOM: #f0f0f0; PADDING-BOTTOM=
: 0.75pt; PADDING-TOP: 0.75pt; PADDING-LEFT: 0.75pt; BORDER-LEFT: #ddd=
ddd 1.5pt solid; PADDING-RIGHT: 0.75pt"></TD></TR></THEAD>
  <TBODY>
  <TR style=3D"mso-yfti-irow: 1">
    <TD=20
    style=3D"BORDER-TOP: #dddddd 1pt solid; BORDER-RIGHT: #f0f0f0; BOR=
DER-BOTTOM: #f0f0f0; PADDING-BOTTOM: 6pt; PADDING-TOP: 6pt; PADDING-LE=
FT: 6pt; BORDER-LEFT: #dddddd 1.5pt solid; PADDING-RIGHT: 6pt; BACKGRO=
UND-COLOR: transparent; mso-border-top-alt: solid #DDDDDD .75pt; mso-b=
order-left-alt: solid #DDDDDD 1.5pt"=20
    vAlign=3Dtop>
      <P class=3DMsoNormal style=3D"MARGIN: 0cm 0cm 15pt; LINE-HEIGHT:=
 normal"><SPAN=20
      style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Times New Roman",serif; =
COLOR: black; mso-fareast-font-family: "Times New Roman"'>1<o:p></o:p>=
</SPAN></P></TD>
    <TD=20
    style=3D"BORDER-TOP: #dddddd 1pt solid; BORDER-RIGHT: #f0f0f0; BOR=
DER-BOTTOM: #f0f0f0; PADDING-BOTTOM: 6pt; PADDING-TOP: 6pt; PADDING-LE=
FT: 6pt; BORDER-LEFT: #f0f0f0; PADDING-RIGHT: 6pt; BACKGROUND-COLOR: t=
ransparent; mso-border-top-alt: solid #DDDDDD .75pt"=20
    vAlign=3Dtop>
      <P class=3DMsoNormal style=3D"MARGIN: 0cm 0cm 15pt; LINE-HEIGHT:=
 normal"><SPAN=20
      style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Times New Roman",serif; =
COLOR: black; mso-fareast-font-family: "Times New Roman"'><A=20
      title=3D"Mobile Data Collection using ODK &amp; KoboToolBox for =
Monitoring and Evaluation Course"=20
      href=3D"http://email.foscoredevelopment.org/tracking/click?d=3DP=
PxTHqDs3tSFXhIZ20P6iCbMhaiVDvQeYWlIUjXrtp8YKfcGQ7qqWYMBUlnEnJCzi1RsIgK=
lQiG3WOs0VXBN1yh2QbnWzY4Ym6Gpr0nO7ad0oRCH_yP6KuJdYqPyuP_CXVWEG8Sqnfr7G=
ZtcLN2qhWB5xFo7xCZimWT0FILJIJkam2gXkUbYAJHEvwU_py7l2Q0pk27qoJtviXp-xd2=
wljPeqR280ro6kZoJ2_2aRWr9EAggYlbtDoY0Yciswab8cVJI-jGorqbQsHKeLp9VQQ5mx=
Icd8w8MD1Vuv9TMv8UP0"=20
      target=3D_blank><SPAN=20
      style=3D"TEXT-DECORATION: none; COLOR: blue; text-underline: non=
e">Mobile=20
      Data Collection using ODK &amp; KoboToolBox for Monitoring and E=
valuation=20
      Course</SPAN></A><o:p></o:p></SPAN></P></TD>
    <TD=20
    style=3D"BORDER-TOP: #dddddd 1pt solid; BORDER-RIGHT: #dddddd 1.5p=
t solid; BORDER-BOTTOM: #f0f0f0; PADDING-BOTTOM: 6pt; PADDING-TOP: 6pt=
; PADDING-LEFT: 6pt; BORDER-LEFT: #f0f0f0; PADDING-RIGHT: 6pt; BACKGRO=
UND-COLOR: transparent; mso-border-top-alt: solid #DDDDDD .75pt; mso-b=
order-right-alt: solid #DDDDDD 1.5pt"=20
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  <TR style=3D"mso-yfti-irow: 2">
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    style=3D"BORDER-TOP: #dddddd 1pt solid; BORDER-RIGHT: #f0f0f0; BOR=
DER-BOTTOM: #f0f0f0; PADDING-BOTTOM: 6pt; PADDING-TOP: 6pt; PADDING-LE=
FT: 6pt; BORDER-LEFT: #dddddd 1.5pt solid; PADDING-RIGHT: 6pt; BACKGRO=
UND-COLOR: transparent; mso-border-top-alt: solid #DDDDDD .75pt; mso-b=
order-left-alt: solid #DDDDDD 1.5pt"=20
    vAlign=3Dtop>
      <P class=3DMsoNormal style=3D"MARGIN: 0cm 0cm 15pt; LINE-HEIGHT:=
 normal"><SPAN=20
      style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Times New Roman",serif; =
COLOR: black; mso-fareast-font-family: "Times New Roman"'>2<o:p></o:p>=
</SPAN></P></TD>
    <TD=20
    style=3D"BORDER-TOP: #dddddd 1pt solid; BORDER-RIGHT: #f0f0f0; BOR=
DER-BOTTOM: #f0f0f0; PADDING-BOTTOM: 6pt; PADDING-TOP: 6pt; PADDING-LE=
FT: 6pt; BORDER-LEFT: #f0f0f0; PADDING-RIGHT: 6pt; BACKGROUND-COLOR: t=
ransparent; mso-border-top-alt: solid #DDDDDD .75pt"=20
    vAlign=3Dtop>
      <P class=3DMsoNormal style=3D"MARGIN: 0cm 0cm 15pt; LINE-HEIGHT:=
 normal"><SPAN=20
      style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Times New Roman",serif; =
COLOR: black; mso-fareast-font-family: "Times New Roman"'><A=20
      title=3D"Food Security Analysis Course"=20
      href=3D"http://email.foscoredevelopment.org/tracking/click?d=3Dv=
H4zqmYC5zvrNP2bqgXhI9OBoCWAqG5Bi9fslRwJH6pkAU2WtAoSLgqK2vy-e0u3uAeZAhk=
cEVS6RmtdjMwnkrcc1-G3Jv0inmjPpAMfyubqyjdJYZ730x4L8qhzY7mfA0GhwrwhcD3ER=
HIjQT3KQbfCrNBD6x-KIqF69DTI9hYeYNei8SiQzMnyvxe51lVJCskCNkyJgP9aRWraahG=
bI0U1"=20
      target=3D_blank><SPAN=20
      style=3D"TEXT-DECORATION: none; COLOR: blue; text-underline: non=
e">Food=20
      Security Analysis Course</SPAN></A><o:p></o:p></SPAN></P></TD>
    <TD=20
    style=3D"BORDER-TOP: #dddddd 1pt solid; BORDER-RIGHT: #dddddd 1.5p=
t solid; BORDER-BOTTOM: #f0f0f0; PADDING-BOTTOM: 6pt; PADDING-TOP: 6pt=
; PADDING-LEFT: 6pt; BORDER-LEFT: #f0f0f0; PADDING-RIGHT: 6pt; BACKGRO=
UND-COLOR: transparent; mso-border-top-alt: solid #DDDDDD .75pt; mso-b=
order-right-alt: solid #DDDDDD 1.5pt"=20
    vAlign=3Dtop></TD></TR>
  <TR style=3D"mso-yfti-irow: 3">
    <TD=20
    style=3D"BORDER-TOP: #dddddd 1pt solid; BORDER-RIGHT: #f0f0f0; BOR=
DER-BOTTOM: #f0f0f0; PADDING-BOTTOM: 6pt; PADDING-TOP: 6pt; PADDING-LE=
FT: 6pt; BORDER-LEFT: #dddddd 1.5pt solid; PADDING-RIGHT: 6pt; BACKGRO=
UND-COLOR: transparent; mso-border-top-alt: solid #DDDDDD .75pt; mso-b=
order-left-alt: solid #DDDDDD 1.5pt"=20
    vAlign=3Dtop>
      <P class=3DMsoNormal style=3D"MARGIN: 0cm 0cm 15pt; LINE-HEIGHT:=
 normal"><SPAN=20
      style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Times New Roman",serif; =
COLOR: black; mso-fareast-font-family: "Times New Roman"'>3<o:p></o:p>=
</SPAN></P></TD>
    <TD=20
    style=3D"BORDER-TOP: #dddddd 1pt solid; BORDER-RIGHT: #f0f0f0; BOR=
DER-BOTTOM: #f0f0f0; PADDING-BOTTOM: 6pt; PADDING-TOP: 6pt; PADDING-LE=
FT: 6pt; BORDER-LEFT: #f0f0f0; PADDING-RIGHT: 6pt; BACKGROUND-COLOR: t=
ransparent; mso-border-top-alt: solid #DDDDDD .75pt"=20
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      <P class=3DMsoNormal style=3D"MARGIN: 0cm 0cm 15pt; LINE-HEIGHT:=
 normal"><SPAN=20
      style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Times New Roman",serif; =
COLOR: black; mso-fareast-font-family: "Times New Roman"'><A=20
      title=3D"Quantitative Data Management and Analysis with STATA"=20
      href=3D"http://email.foscoredevelopment.org/tracking/click?d=3Df=
_U4OWJc4PyYw1wYP-ii4PN-ARMURSxT9UsMjYY08yYnZ1RLaV-HbCXv-yoJ6WUKZpqsH-M=
ndBscF7dmF0l_0fQbgPgzsKdcvC1lT6OqPMkSrtQ33F_nbEAu1EqgDVURMxsfNf796d_OI=
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VJ3S_2UI5stM4XoL0mCJE6gpsX4iCBcfVvM6GkIiXyQiciw2"=20
      target=3D_blank><SPAN=20
      style=3D"TEXT-DECORATION: none; COLOR: blue; text-underline: non=
e">Quantitative=20
      Data Management and Analysis with=20
STATA</SPAN></A><o:p></o:p></SPAN></P></TD>
    <TD=20
    style=3D"BORDER-TOP: #dddddd 1pt solid; BORDER-RIGHT: #dddddd 1.5p=
t solid; BORDER-BOTTOM: #f0f0f0; PADDING-BOTTOM: 6pt; PADDING-TOP: 6pt=
; PADDING-LEFT: 6pt; BORDER-LEFT: #f0f0f0; PADDING-RIGHT: 6pt; BACKGRO=
UND-COLOR: transparent; mso-border-top-alt: solid #DDDDDD .75pt; mso-b=
order-right-alt: solid #DDDDDD 1.5pt"=20
    vAlign=3Dtop></TD></TR>
  <TR style=3D"mso-yfti-irow: 4">
    <TD=20
    style=3D"BORDER-TOP: #dddddd 1pt solid; BORDER-RIGHT: #f0f0f0; BOR=
DER-BOTTOM: #f0f0f0; PADDING-BOTTOM: 6pt; PADDING-TOP: 6pt; PADDING-LE=
FT: 6pt; BORDER-LEFT: #dddddd 1.5pt solid; PADDING-RIGHT: 6pt; BACKGRO=
UND-COLOR: transparent; mso-border-top-alt: solid #DDDDDD .75pt; mso-b=
order-left-alt: solid #DDDDDD 1.5pt"=20
    vAlign=3Dtop>
      <P class=3DMsoNormal style=3D"MARGIN: 0cm 0cm 15pt; LINE-HEIGHT:=
 normal"><SPAN=20
      style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Times New Roman",serif; =
COLOR: black; mso-fareast-font-family: "Times New Roman"'>4<o:p></o:p>=
</SPAN></P></TD>
    <TD=20
    style=3D"BORDER-TOP: #dddddd 1pt solid; BORDER-RIGHT: #f0f0f0; BOR=
DER-BOTTOM: #f0f0f0; PADDING-BOTTOM: 6pt; PADDING-TOP: 6pt; PADDING-LE=
FT: 6pt; BORDER-LEFT: #f0f0f0; PADDING-RIGHT: 6pt; BACKGROUND-COLOR: t=
ransparent; mso-border-top-alt: solid #DDDDDD .75pt"=20
    vAlign=3Dtop>
      <P class=3DMsoNormal style=3D"MARGIN: 0cm 0cm 15pt; LINE-HEIGHT:=
 normal"><SPAN=20
      style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Times New Roman",serif; =
COLOR: black; mso-fareast-font-family: "Times New Roman"'><A=20
      title=3D"Advanced Web-based Mapping Applications using Open Sour=
ce GIS Tools Course"=20
      href=3D"http://email.foscoredevelopment.org/tracking/click?d=3Df=
_U4OWJc4PyYw1wYP-ii4PN-ARMURSxT9UsMjYY08yZuL3zEk-VDNhrx97TwleRypNvLjaL=
ey5DiA95GdBE1spe7gVMEGDrVqHIu3EtnAwChqNJSd8lD-K7WtxrtDuJCMqR6OrgRY0A_H=
tePKus1BbZIV70h2VPU_ZZ6okAOIWaaw4BdWiuKrIZg2ZJdRJ1Mx8zPx9DRJtw6Vz5uJx0=
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      target=3D_blank><SPAN=20
      style=3D"TEXT-DECORATION: none; COLOR: blue; text-underline: non=
e">Advanced=20
      Web-based Mapping Applications using Open Source GIS Tools=20
      Course</SPAN></A><o:p></o:p></SPAN></P></TD>
    <TD=20
    style=3D"BORDER-TOP: #dddddd 1pt solid; BORDER-RIGHT: #dddddd 1.5p=
t solid; BORDER-BOTTOM: #f0f0f0; PADDING-BOTTOM: 6pt; PADDING-TOP: 6pt=
; PADDING-LEFT: 6pt; BORDER-LEFT: #f0f0f0; PADDING-RIGHT: 6pt; BACKGRO=
UND-COLOR: transparent; mso-border-top-alt: solid #DDDDDD .75pt; mso-b=
order-right-alt: solid #DDDDDD 1.5pt"=20
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  <TR style=3D"mso-yfti-irow: 5">
    <TD=20
    style=3D"BORDER-TOP: #dddddd 1pt solid; BORDER-RIGHT: #f0f0f0; BOR=
DER-BOTTOM: #f0f0f0; PADDING-BOTTOM: 6pt; PADDING-TOP: 6pt; PADDING-LE=
FT: 6pt; BORDER-LEFT: #dddddd 1.5pt solid; PADDING-RIGHT: 6pt; BACKGRO=
UND-COLOR: transparent; mso-border-top-alt: solid #DDDDDD .75pt; mso-b=
order-left-alt: solid #DDDDDD 1.5pt"=20
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      <P class=3DMsoNormal style=3D"MARGIN: 0cm 0cm 15pt; LINE-HEIGHT:=
 normal"><SPAN=20
      style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Times New Roman",serif; =
COLOR: black; mso-fareast-font-family: "Times New Roman"'>5<o:p></o:p>=
</SPAN></P></TD>
    <TD=20
    style=3D"BORDER-TOP: #dddddd 1pt solid; BORDER-RIGHT: #f0f0f0; BOR=
DER-BOTTOM: #f0f0f0; PADDING-BOTTOM: 6pt; PADDING-TOP: 6pt; PADDING-LE=
FT: 6pt; BORDER-LEFT: #f0f0f0; PADDING-RIGHT: 6pt; BACKGROUND-COLOR: t=
ransparent; mso-border-top-alt: solid #DDDDDD .75pt"=20
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      <P class=3DMsoNormal style=3D"MARGIN: 0cm 0cm 15pt; LINE-HEIGHT:=
 normal"><SPAN=20
      style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Times New Roman",serif; =
COLOR: black; mso-fareast-font-family: "Times New Roman"'><A=20
      title=3D"Grant and Proposal Writing Course "=20
      href=3D"http://email.foscoredevelopment.org/tracking/click?d=3Dd=
BSTMRdNJLoNtf16Szs4wtHzBla37gOrUhhmm8-g3RoI53Z1ufKfqJyMknExI0H-uweFrcX=
jq7hJwWePEU2nVz1MKjZgryY8SBHs2FNjHw31s3q14XsB7D9FNLbmg_fcQmlkkdXrrIwZ4=
q11JEC8cJwZxH5aptmnMQtEt2-DLZTH09l363cwFZgt-nPgdTOhRy8JEXiUV8WzHawBAtz=
4PYWz5TdxzpjXK14kAt7oMW6D0"=20
      target=3D_blank><SPAN=20
      style=3D"TEXT-DECORATION: none; COLOR: blue; text-underline: non=
e">Grant and=20
      Proposal Writing Course</SPAN></A><o:p></o:p></SPAN></P></TD>
    <TD=20
    style=3D"BORDER-TOP: #dddddd 1pt solid; BORDER-RIGHT: #dddddd 1.5p=
t solid; BORDER-BOTTOM: #f0f0f0; PADDING-BOTTOM: 6pt; PADDING-TOP: 6pt=
; PADDING-LEFT: 6pt; BORDER-LEFT: #f0f0f0; PADDING-RIGHT: 6pt; BACKGRO=
UND-COLOR: transparent; mso-border-top-alt: solid #DDDDDD .75pt; mso-b=
order-right-alt: solid #DDDDDD 1.5pt"=20
    vAlign=3Dtop></TD></TR>
  <TR style=3D"mso-yfti-irow: 6">
    <TD=20
    style=3D"BORDER-TOP: #dddddd 1pt solid; BORDER-RIGHT: #f0f0f0; BOR=
DER-BOTTOM: #f0f0f0; PADDING-BOTTOM: 6pt; PADDING-TOP: 6pt; PADDING-LE=
FT: 6pt; BORDER-LEFT: #dddddd 1.5pt solid; PADDING-RIGHT: 6pt; BACKGRO=
UND-COLOR: transparent; mso-border-top-alt: solid #DDDDDD .75pt; mso-b=
order-left-alt: solid #DDDDDD 1.5pt"=20
    vAlign=3Dtop>
      <P class=3DMsoNormal style=3D"MARGIN: 0cm 0cm 15pt; LINE-HEIGHT:=
 normal"><SPAN=20
      style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Times New Roman",serif; =
COLOR: black; mso-fareast-font-family: "Times New Roman"'>6<o:p></o:p>=
</SPAN></P></TD>
    <TD=20
    style=3D"BORDER-TOP: #dddddd 1pt solid; BORDER-RIGHT: #f0f0f0; BOR=
DER-BOTTOM: #f0f0f0; PADDING-BOTTOM: 6pt; PADDING-TOP: 6pt; PADDING-LE=
FT: 6pt; BORDER-LEFT: #f0f0f0; PADDING-RIGHT: 6pt; BACKGROUND-COLOR: t=
ransparent; mso-border-top-alt: solid #DDDDDD .75pt"=20
    vAlign=3Dtop>
      <P class=3DMsoNormal style=3D"MARGIN: 0cm 0cm 15pt; LINE-HEIGHT:=
 normal"><SPAN=20
      style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Times New Roman",serif; =
COLOR: black; mso-fareast-font-family: "Times New Roman"'><A=20
      title=3D"Advanced Management Program Course"=20
      href=3D"http://email.foscoredevelopment.org/tracking/click?d=3Dd=
BSTMRdNJLoNtf16Szs4wtHzBla37gOrUhhmm8-g3RqWVU1MSyc7UxF_kizfBnjKXIZQqGc=
j97j6I7pYjSkQ3kkU8XekwJg-mRaO1JzL9m0qu0DErF8U88OgxiZXGe3LoPefGUm1sD3Hp=
X5Remw-Z8m5z9_8-KOfKCOrQZ3iUJyloHhuRF5Uf_xVgHzEbYE9RgJ1t7Vs8LONNSZqTUq=
eY6iGjGSb--hHlqd9sW7g0AIq0"=20
      target=3D_blank><SPAN=20
      style=3D"TEXT-DECORATION: none; COLOR: blue; text-underline: non=
e">Advanced=20
      Management Program Course</SPAN></A><o:p></o:p></SPAN></P></TD>
    <TD=20
    style=3D"BORDER-TOP: #dddddd 1pt solid; BORDER-RIGHT: #dddddd 1.5p=
t solid; BORDER-BOTTOM: #f0f0f0; PADDING-BOTTOM: 6pt; PADDING-TOP: 6pt=
; PADDING-LEFT: 6pt; BORDER-LEFT: #f0f0f0; PADDING-RIGHT: 6pt; BACKGRO=
UND-COLOR: transparent; mso-border-top-alt: solid #DDDDDD .75pt; mso-b=
order-right-alt: solid #DDDDDD 1.5pt"=20
    vAlign=3Dtop></TD></TR>
  <TR style=3D"mso-yfti-irow: 7">
    <TD=20
    style=3D"BORDER-TOP: #dddddd 1pt solid; BORDER-RIGHT: #f0f0f0; BOR=
DER-BOTTOM: #f0f0f0; PADDING-BOTTOM: 6pt; PADDING-TOP: 6pt; PADDING-LE=
FT: 6pt; BORDER-LEFT: #dddddd 1.5pt solid; PADDING-RIGHT: 6pt; BACKGRO=
UND-COLOR: transparent; mso-border-top-alt: solid #DDDDDD .75pt; mso-b=
order-left-alt: solid #DDDDDD 1.5pt"=20
    vAlign=3Dtop>
      <P class=3DMsoNormal style=3D"MARGIN: 0cm 0cm 15pt; LINE-HEIGHT:=
 normal"><SPAN=20
      style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Times New Roman",serif; =
COLOR: black; mso-fareast-font-family: "Times New Roman"'>7<o:p></o:p>=
</SPAN></P></TD>
    <TD=20
    style=3D"BORDER-TOP: #dddddd 1pt solid; BORDER-RIGHT: #f0f0f0; BOR=
DER-BOTTOM: #f0f0f0; PADDING-BOTTOM: 6pt; PADDING-TOP: 6pt; PADDING-LE=
FT: 6pt; BORDER-LEFT: #f0f0f0; PADDING-RIGHT: 6pt; BACKGROUND-COLOR: t=
ransparent; mso-border-top-alt: solid #DDDDDD .75pt"=20
    vAlign=3Dtop>
      <P class=3DMsoNormal style=3D"MARGIN: 0cm 0cm 15pt; LINE-HEIGHT:=
 normal"><SPAN=20
      style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Times New Roman",serif; =
COLOR: black; mso-fareast-font-family: "Times New Roman"'><A=20
      title=3D"Finance for Non Finance Executives course"=20
      href=3D"http://email.foscoredevelopment.org/tracking/click?d=3Dn=
Cf_fCmC21ViZGsIxm63GIJ9shUMz415wZkJy1wCEh9q-iSPZygrtuIj05SAYuf-Tzy3GpS=
nOWNKhPZ46M8983iWErfoRnN2OPmYAh_8hFp6Mc52Y9jUb-79651dXHMaPzOBDZ7bVj88L=
jusq2NeHEfkHzGc4XLZXfMhk6ukvfHY_qLcg2cXJy7NxC5CasPYm86Wf_H3T5Zli6HsecY=
hGRzKjD1rCgJxFjdKBuzKq_5Q0"=20
      target=3D_blank><SPAN=20
      style=3D"TEXT-DECORATION: none; COLOR: blue; text-underline: non=
e">Finance=20
      for Non Finance Executives course</SPAN></A><o:p></o:p></SPAN></=
P></TD>
    <TD=20
    style=3D"BORDER-TOP: #dddddd 1pt solid; BORDER-RIGHT: #dddddd 1.5p=
t solid; BORDER-BOTTOM: #f0f0f0; PADDING-BOTTOM: 6pt; PADDING-TOP: 6pt=
; PADDING-LEFT: 6pt; BORDER-LEFT: #f0f0f0; PADDING-RIGHT: 6pt; BACKGRO=
UND-COLOR: transparent; mso-border-top-alt: solid #DDDDDD .75pt; mso-b=
order-right-alt: solid #DDDDDD 1.5pt"=20
    vAlign=3Dtop></TD></TR>
  <TR style=3D"mso-yfti-irow: 8">
    <TD=20
    style=3D"BORDER-TOP: #dddddd 1pt solid; BORDER-RIGHT: #f0f0f0; BOR=
DER-BOTTOM: #f0f0f0; PADDING-BOTTOM: 6pt; PADDING-TOP: 6pt; PADDING-LE=
FT: 6pt; BORDER-LEFT: #dddddd 1.5pt solid; PADDING-RIGHT: 6pt; BACKGRO=
UND-COLOR: transparent; mso-border-top-alt: solid #DDDDDD .75pt; mso-b=
order-left-alt: solid #DDDDDD 1.5pt"=20
    vAlign=3Dtop>
      <P class=3DMsoNormal style=3D"MARGIN: 0cm 0cm 15pt; LINE-HEIGHT:=
 normal"><SPAN=20
      style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Times New Roman",serif; =
COLOR: black; mso-fareast-font-family: "Times New Roman"'>8<o:p></o:p>=
</SPAN></P></TD>
    <TD=20
    style=3D"BORDER-TOP: #dddddd 1pt solid; BORDER-RIGHT: #f0f0f0; BOR=
DER-BOTTOM: #f0f0f0; PADDING-BOTTOM: 6pt; PADDING-TOP: 6pt; PADDING-LE=
FT: 6pt; BORDER-LEFT: #f0f0f0; PADDING-RIGHT: 6pt; BACKGROUND-COLOR: t=
ransparent; mso-border-top-alt: solid #DDDDDD .75pt"=20
    vAlign=3Dtop>
      <P class=3DMsoNormal style=3D"MARGIN: 0cm 0cm 15pt; LINE-HEIGHT:=
 normal"><SPAN=20
      style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Times New Roman",serif; =
COLOR: black; mso-fareast-font-family: "Times New Roman"'><A=20
      title=3D"Advanced Computer Skills Training Course"=20
      href=3D"http://email.foscoredevelopment.org/tracking/click?d=3Dd=
BSTMRdNJLoNtf16Szs4wtHzBla37gOrUhhmm8-g3Rr-nR22piFrFpwevFcLwlzSaUTMrwq=
QV6b551Ie58Fq9ykIKVRJdmt9jFvLGup6hcOS7PLxIYlHL2iJN9QX6iMuGNtDD0nQf5cx4=
An8h8AcrPvDGJS5Wtwl1wWlO4F6lLt42C7PjMrI0_1DLf9A_S_eFFF8SE8aXngUOoZpMig=
Uxj237ryb6GskL2JaV3m6Oxce0"=20
      target=3D_blank><SPAN=20
      style=3D"TEXT-DECORATION: none; COLOR: blue; text-underline: non=
e">Advanced=20
      Computer Skills Training Course</SPAN></A><o:p></o:p></SPAN></P>=
</TD>
    <TD=20
    style=3D"BORDER-TOP: #dddddd 1pt solid; BORDER-RIGHT: #dddddd 1.5p=
t solid; BORDER-BOTTOM: #f0f0f0; PADDING-BOTTOM: 6pt; PADDING-TOP: 6pt=
; PADDING-LEFT: 6pt; BORDER-LEFT: #f0f0f0; PADDING-RIGHT: 6pt; BACKGRO=
UND-COLOR: transparent; mso-border-top-alt: solid #DDDDDD .75pt; mso-b=
order-right-alt: solid #DDDDDD 1.5pt"=20
    vAlign=3Dtop></TD></TR>
  <TR style=3D"mso-yfti-irow: 9">
    <TD=20
    style=3D"BORDER-TOP: #dddddd 1pt solid; BORDER-RIGHT: #f0f0f0; BOR=
DER-BOTTOM: #f0f0f0; PADDING-BOTTOM: 6pt; PADDING-TOP: 6pt; PADDING-LE=
FT: 6pt; BORDER-LEFT: #dddddd 1.5pt solid; PADDING-RIGHT: 6pt; BACKGRO=
UND-COLOR: transparent; mso-border-top-alt: solid #DDDDDD .75pt; mso-b=
order-left-alt: solid #DDDDDD 1.5pt"=20
    vAlign=3Dtop>
      <P class=3DMsoNormal style=3D"MARGIN: 0cm 0cm 15pt; LINE-HEIGHT:=
 normal"><SPAN=20
      style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Times New Roman",serif; =
COLOR: black; mso-fareast-font-family: "Times New Roman"'>9<o:p></o:p>=
</SPAN></P></TD>
    <TD=20
    style=3D"BORDER-TOP: #dddddd 1pt solid; BORDER-RIGHT: #f0f0f0; BOR=
DER-BOTTOM: #f0f0f0; PADDING-BOTTOM: 6pt; PADDING-TOP: 6pt; PADDING-LE=
FT: 6pt; BORDER-LEFT: #f0f0f0; PADDING-RIGHT: 6pt; BACKGROUND-COLOR: t=
ransparent; mso-border-top-alt: solid #DDDDDD .75pt"=20
    vAlign=3Dtop>
      <P class=3DMsoNormal style=3D"MARGIN: 0cm 0cm 15pt; LINE-HEIGHT:=
 normal"><SPAN=20
      style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Times New Roman",serif; =
COLOR: black; mso-fareast-font-family: "Times New Roman"'><A=20
      title=3D"Change Management Training Course"=20
      href=3D"http://email.foscoredevelopment.org/tracking/click?d=3Db=
NVkHMeSyMmz10Yy8SkjnD8xfSXk2fOsAuomgsJ9CxVuBU2hfxbXf0mBGHJ8Vi-VALJl9yo=
p7Caff9pWLuP5ZQgRf6FbqEqomhL95rAIdWeIPi-9FK4kIuPvC6OQpsaepVlyBX2Pqv0tO=
pzkSJHRPVBA5yjZkDCmaUm8rQGgnrj4s_RApjty79L9tzHwlOgry7yWvnKt4KQ58f9SKc1=
kUlerrfphUxxXjWYXYlxcuIGZ0"=20
      target=3D_blank><SPAN=20
      style=3D"TEXT-DECORATION: none; COLOR: blue; text-underline: non=
e">Change=20
      Management Training Course</SPAN></A><o:p></o:p></SPAN></P></TD>
    <TD=20
    style=3D"BORDER-TOP: #dddddd 1pt solid; BORDER-RIGHT: #dddddd 1.5p=
t solid; BORDER-BOTTOM: #f0f0f0; PADDING-BOTTOM: 6pt; PADDING-TOP: 6pt=
; PADDING-LEFT: 6pt; BORDER-LEFT: #f0f0f0; PADDING-RIGHT: 6pt; BACKGRO=
UND-COLOR: transparent; mso-border-top-alt: solid #DDDDDD .75pt; mso-b=
order-right-alt: solid #DDDDDD 1.5pt"=20
    vAlign=3Dtop></TD></TR>
  <TR style=3D"mso-yfti-irow: 10; mso-yfti-lastrow: yes">
    <TD=20
    style=3D"BORDER-TOP: #dddddd 1pt solid; BORDER-RIGHT: #f0f0f0; BOR=
DER-BOTTOM: #dddddd 1.5pt solid; PADDING-BOTTOM: 6pt; PADDING-TOP: 6pt=
; PADDING-LEFT: 6pt; BORDER-LEFT: #dddddd 1.5pt solid; PADDING-RIGHT: =
6pt; BACKGROUND-COLOR: transparent; mso-border-top-alt: solid #DDDDDD =
.75pt; mso-border-left-alt: solid #DDDDDD 1.5pt; mso-border-bottom-alt=
: solid #DDDDDD 1.5pt"=20
    vAlign=3Dtop>
      <P class=3DMsoNormal style=3D"MARGIN: 0cm 0cm 15pt; LINE-HEIGHT:=
 normal"><SPAN=20
      style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Times New Roman",serif; =
COLOR: black; mso-fareast-font-family: "Times New Roman"'>10<o:p></o:p=
></SPAN></P></TD>
    <TD=20
    style=3D"BORDER-TOP: #dddddd 1pt solid; BORDER-RIGHT: #f0f0f0; BOR=
DER-BOTTOM: #dddddd 1.5pt solid; PADDING-BOTTOM: 6pt; PADDING-TOP: 6pt=
; PADDING-LEFT: 6pt; BORDER-LEFT: #f0f0f0; PADDING-RIGHT: 6pt; BACKGRO=
UND-COLOR: transparent; mso-border-top-alt: solid #DDDDDD .75pt; mso-b=
order-bottom-alt: solid #DDDDDD 1.5pt"=20
    vAlign=3Dtop>
      <P class=3DMsoNormal style=3D"MARGIN: 0cm 0cm 15pt; LINE-HEIGHT:=
 normal"><SPAN=20
      style=3D'FONT-SIZE: 12pt; FONT-FAMILY: "Times New Roman",serif; =
COLOR: black; mso-fareast-font-family: "Times New Roman"'><A=20
      title=3D"Office ICT Basic Skills Training Course"=20
      href=3D"http://email.foscoredevelopment.org/tracking/click?d=3Db=
NVkHMeSyMmz10Yy8SkjnD8xfSXk2fOsAuomgsJ9CxWJJKnSj1Zg_C4xOWiuQqgTVNuB_1E=
EMOOEAZjJ1DtdNaMhfQVI9K68IbG-Ht0Cy6GTHTaF4JzfpkKhZacum2WBmgVPag2L51ogF=
ed2d6sBgATVWP58TjZ6LdnfgkBCtlicPQ61J8o8pdWUSl4j2vrlbnZvIymCoTeGqcbScz5=
IvlLYVlXYjuif91bZpp7bVaRg0"=20
      target=3D_blank><SPAN=20
      style=3D"TEXT-DECORATION: none; COLOR: blue; text-underline: non=
e">Office=20
      ICT Basic Skills Training Course</SPAN></A><o:p></o:p></SPAN></P=
></TD>
    <TD=20
    style=3D"BORDER-TOP: #f0f0f0; BORDER-RIGHT: #dddddd 1.5pt solid; B=
ORDER-BOTTOM: #dddddd 1.5pt solid; PADDING-BOTTOM: 0.75pt; PADDING-TOP=
: 0.75pt; PADDING-LEFT: 0.75pt; BORDER-LEFT: #f0f0f0; PADDING-RIGHT: 0=
.75pt; BACKGROUND-COLOR: transparent"></TD></TR></TBODY></TABLE></P>
<P class=3DMsoNormal style=3D"MARGIN: 0cm 0cm 8pt"><o:p><FONT=20
face=3DCalibri>&nbsp;</P>
<H2 style=3D"MARGIN: auto 0cm"><FONT face=3D"Times New Roman">Group Di=
scount=20
Rate<o:p></o:p></FONT></H2>
<P class=3DMsoNormal style=3D"MARGIN: 1.95pt 0cm 10pt"><SPAN=20
style=3D"mso-fareast-font-family: Cambria; mso-bidi-font-family: Calib=
ri; mso-bidi-theme-font: minor-latin">The=20
registration cost of the course per participant is USD 2,900 with grou=
p rates=20
listed below: <o:p></o:p></SPAN></P>
<P class=3DMsoNormal style=3D"MARGIN: 0cm 0cm 8pt">
<TABLE class=3DMsoTableGrid=20
style=3D"BORDER-TOP: medium none; BORDER-RIGHT: medium none; WIDTH: 10=
0%; BORDER-COLLAPSE: collapse; BORDER-BOTTOM: medium none; BORDER-LEFT=
: medium none; mso-yfti-tbllook: 1184; mso-border-alt: solid windowtex=
t .5pt; mso-padding-alt: 0cm 5.4pt 0cm 5.4pt"=20
cellSpacing=3D0 cellPadding=3D0 width=3D"100%" border=3D1>
  <TBODY>
  <TR style=3D"HEIGHT: 6.35pt; mso-yfti-irow: 0; mso-yfti-firstrow: ye=
s">
    <TD=20
    style=3D"BORDER-TOP: windowtext 1pt solid; HEIGHT: 6.35pt; BORDER-=
RIGHT: windowtext 1pt solid; WIDTH: 32.94%; BORDER-BOTTOM: windowtext =
1pt solid; PADDING-BOTTOM: 0cm; PADDING-TOP: 0cm; PADDING-LEFT: 5.4pt;=
 BORDER-LEFT: windowtext 1pt solid; PADDING-RIGHT: 5.4pt; BACKGROUND-C=
OLOR: transparent; mso-border-alt: solid windowtext .5pt"=20
    vAlign=3Dtop width=3D"32%">
      <P class=3DMsoNormal style=3D"MARGIN: 0cm 0cm 0pt; LINE-HEIGHT: =
normal"><B=20
      style=3D"mso-bidi-font-weight: normal"><SPAN=20
      style=3D'mso-fareast-font-family: "Times New Roman"; mso-fareast=
-theme-font: minor-fareast; mso-bidi-font-family: Calibri; mso-bidi-th=
eme-font: minor-latin'>Group=20
      Size<o:p></o:p></SPAN></B></P></TD>
    <TD=20
    style=3D"BORDER-TOP: windowtext 1pt solid; HEIGHT: 6.35pt; BORDER-=
RIGHT: windowtext 1pt solid; WIDTH: 67.06%; BORDER-BOTTOM: windowtext =
1pt solid; PADDING-BOTTOM: 0cm; PADDING-TOP: 0cm; PADDING-LEFT: 5.4pt;=
 BORDER-LEFT: #f0f0f0; PADDING-RIGHT: 5.4pt; BACKGROUND-COLOR: transpa=
rent; mso-border-alt: solid windowtext .5pt; mso-border-left-alt: soli=
d windowtext .5pt"=20
    vAlign=3Dtop width=3D"67%">
      <P class=3DMsoNormal style=3D"MARGIN: 0cm 0cm 0pt; LINE-HEIGHT: =
normal"><B=20
      style=3D"mso-bidi-font-weight: normal"><SPAN=20
      style=3D'mso-fareast-font-family: "Times New Roman"; mso-fareast=
-theme-font: minor-fareast; mso-bidi-font-family: Calibri; mso-bidi-th=
eme-font: minor-latin'>Discount=20
      Rate for Group<o:p></o:p></SPAN></B></P></TD></TR>
  <TR style=3D"HEIGHT: 7.25pt; mso-yfti-irow: 1">
    <TD=20
    style=3D"BORDER-TOP: #f0f0f0; HEIGHT: 7.25pt; BORDER-RIGHT: window=
text 1pt solid; WIDTH: 32.94%; BORDER-BOTTOM: windowtext 1pt solid; PA=
DDING-BOTTOM: 0cm; PADDING-TOP: 0cm; PADDING-LEFT: 5.4pt; BORDER-LEFT:=
 windowtext 1pt solid; PADDING-RIGHT: 5.4pt; BACKGROUND-COLOR: transpa=
rent; mso-border-top-alt: solid windowtext .5pt; mso-border-alt: solid=
 windowtext .5pt"=20
    vAlign=3Dtop width=3D"32%">
      <P class=3DMsoNormal style=3D"MARGIN: 0cm 0cm 0pt; LINE-HEIGHT: =
normal"><SPAN=20
      style=3D'mso-fareast-font-family: "Times New Roman"; mso-fareast=
-theme-font: minor-fareast; mso-bidi-font-family: Calibri; mso-bidi-th=
eme-font: minor-latin'>2-5<o:p></o:p></SPAN></P></TD>
    <TD=20
    style=3D"BORDER-TOP: #f0f0f0; HEIGHT: 7.25pt; BORDER-RIGHT: window=
text 1pt solid; WIDTH: 67.06%; BORDER-BOTTOM: windowtext 1pt solid; PA=
DDING-BOTTOM: 0cm; PADDING-TOP: 0cm; PADDING-LEFT: 5.4pt; BORDER-LEFT:=
 #f0f0f0; PADDING-RIGHT: 5.4pt; BACKGROUND-COLOR: transparent; mso-bor=
der-top-alt: solid windowtext .5pt; mso-border-alt: solid windowtext .=
5pt; mso-border-left-alt: solid windowtext .5pt"=20
    vAlign=3Dtop width=3D"67%">
      <P class=3DMsoNormal style=3D"MARGIN: 0cm 0cm 0pt; LINE-HEIGHT: =
normal"><SPAN=20
      style=3D'mso-fareast-font-family: "Times New Roman"; mso-fareast=
-theme-font: minor-fareast; mso-bidi-font-family: Calibri; mso-bidi-th=
eme-font: minor-latin'>10%<o:p></o:p></SPAN></P></TD></TR>
  <TR style=3D"HEIGHT: 7.25pt; mso-yfti-irow: 2">
    <TD=20
    style=3D"BORDER-TOP: #f0f0f0; HEIGHT: 7.25pt; BORDER-RIGHT: window=
text 1pt solid; WIDTH: 32.94%; BORDER-BOTTOM: windowtext 1pt solid; PA=
DDING-BOTTOM: 0cm; PADDING-TOP: 0cm; PADDING-LEFT: 5.4pt; BORDER-LEFT:=
 windowtext 1pt solid; PADDING-RIGHT: 5.4pt; BACKGROUND-COLOR: transpa=
rent; mso-border-top-alt: solid windowtext .5pt; mso-border-alt: solid=
 windowtext .5pt"=20
    vAlign=3Dtop width=3D"32%">
      <P class=3DMsoNormal style=3D"MARGIN: 0cm 0cm 0pt; LINE-HEIGHT: =
normal"><SPAN=20
      style=3D'mso-fareast-font-family: "Times New Roman"; mso-fareast=
-theme-font: minor-fareast; mso-bidi-font-family: Calibri; mso-bidi-th=
eme-font: minor-latin'>6-10<o:p></o:p></SPAN></P></TD>
    <TD=20
    style=3D"BORDER-TOP: #f0f0f0; HEIGHT: 7.25pt; BORDER-RIGHT: window=
text 1pt solid; WIDTH: 67.06%; BORDER-BOTTOM: windowtext 1pt solid; PA=
DDING-BOTTOM: 0cm; PADDING-TOP: 0cm; PADDING-LEFT: 5.4pt; BORDER-LEFT:=
 #f0f0f0; PADDING-RIGHT: 5.4pt; BACKGROUND-COLOR: transparent; mso-bor=
der-top-alt: solid windowtext .5pt; mso-border-alt: solid windowtext .=
5pt; mso-border-left-alt: solid windowtext .5pt"=20
    vAlign=3Dtop width=3D"67%">
      <P class=3DMsoNormal style=3D"MARGIN: 0cm 0cm 0pt; LINE-HEIGHT: =
normal"><SPAN=20
      style=3D'mso-fareast-font-family: "Times New Roman"; mso-fareast=
-theme-font: minor-fareast; mso-bidi-font-family: Calibri; mso-bidi-th=
eme-font: minor-latin'>15%<o:p></o:p></SPAN></P></TD></TR>
  <TR style=3D"HEIGHT: 3.6pt; mso-yfti-irow: 3">
    <TD=20
    style=3D"BORDER-TOP: #f0f0f0; HEIGHT: 3.6pt; BORDER-RIGHT: windowt=
ext 1pt solid; WIDTH: 32.94%; BORDER-BOTTOM: windowtext 1pt solid; PAD=
DING-BOTTOM: 0cm; PADDING-TOP: 0cm; PADDING-LEFT: 5.4pt; BORDER-LEFT: =
windowtext 1pt solid; PADDING-RIGHT: 5.4pt; BACKGROUND-COLOR: transpar=
ent; mso-border-top-alt: solid windowtext .5pt; mso-border-alt: solid =
windowtext .5pt"=20
    vAlign=3Dtop width=3D"32%">
      <P class=3DMsoNormal style=3D"MARGIN: 0cm 0cm 0pt; LINE-HEIGHT: =
normal"><SPAN=20
      style=3D'mso-fareast-font-family: "Times New Roman"; mso-fareast=
-theme-font: minor-fareast; mso-bidi-font-family: Calibri; mso-bidi-th=
eme-font: minor-latin'>11-15<o:p></o:p></SPAN></P></TD>
    <TD=20
    style=3D"BORDER-TOP: #f0f0f0; HEIGHT: 3.6pt; BORDER-RIGHT: windowt=
ext 1pt solid; WIDTH: 67.06%; BORDER-BOTTOM: windowtext 1pt solid; PAD=
DING-BOTTOM: 0cm; PADDING-TOP: 0cm; PADDING-LEFT: 5.4pt; BORDER-LEFT: =
#f0f0f0; PADDING-RIGHT: 5.4pt; BACKGROUND-COLOR: transparent; mso-bord=
er-top-alt: solid windowtext .5pt; mso-border-alt: solid windowtext .5=
pt; mso-border-left-alt: solid windowtext .5pt"=20
    vAlign=3Dtop width=3D"67%">
      <P class=3DMsoNormal style=3D"MARGIN: 0cm 0cm 0pt; LINE-HEIGHT: =
normal"><SPAN=20
      style=3D'mso-fareast-font-family: "Times New Roman"; mso-fareast=
-theme-font: minor-fareast; mso-bidi-font-family: Calibri; mso-bidi-th=
eme-font: minor-latin'>20%<o:p></o:p></SPAN></P></TD></TR>
  <TR style=3D"HEIGHT: 3.6pt; mso-yfti-irow: 4">
    <TD=20
    style=3D"BORDER-TOP: #f0f0f0; HEIGHT: 3.6pt; BORDER-RIGHT: windowt=
ext 1pt solid; WIDTH: 32.94%; BORDER-BOTTOM: windowtext 1pt solid; PAD=
DING-BOTTOM: 0cm; PADDING-TOP: 0cm; PADDING-LEFT: 5.4pt; BORDER-LEFT: =
windowtext 1pt solid; PADDING-RIGHT: 5.4pt; BACKGROUND-COLOR: transpar=
ent; mso-border-top-alt: solid windowtext .5pt; mso-border-alt: solid =
windowtext .5pt"=20
    vAlign=3Dtop width=3D"32%">
      <P class=3DMsoNormal style=3D"MARGIN: 0cm 0cm 0pt; LINE-HEIGHT: =
normal"><SPAN=20
      style=3D'mso-fareast-font-family: "Times New Roman"; mso-fareast=
-theme-font: minor-fareast; mso-bidi-font-family: Calibri; mso-bidi-th=
eme-font: minor-latin'>16-20<o:p></o:p></SPAN></P></TD>
    <TD=20
    style=3D"BORDER-TOP: #f0f0f0; HEIGHT: 3.6pt; BORDER-RIGHT: windowt=
ext 1pt solid; WIDTH: 67.06%; BORDER-BOTTOM: windowtext 1pt solid; PAD=
DING-BOTTOM: 0cm; PADDING-TOP: 0cm; PADDING-LEFT: 5.4pt; BORDER-LEFT: =
#f0f0f0; PADDING-RIGHT: 5.4pt; BACKGROUND-COLOR: transparent; mso-bord=
er-top-alt: solid windowtext .5pt; mso-border-alt: solid windowtext .5=
pt; mso-border-left-alt: solid windowtext .5pt"=20
    vAlign=3Dtop width=3D"67%">
      <P class=3DMsoNormal style=3D"MARGIN: 0cm 0cm 0pt; LINE-HEIGHT: =
normal"><SPAN=20
      style=3D'mso-fareast-font-family: "Times New Roman"; mso-fareast=
-theme-font: minor-fareast; mso-bidi-font-family: Calibri; mso-bidi-th=
eme-font: minor-latin'>25%<o:p></o:p></SPAN></P></TD></TR>
  <TR style=3D"HEIGHT: 3.6pt; mso-yfti-irow: 5">
    <TD=20
    style=3D"BORDER-TOP: #f0f0f0; HEIGHT: 3.6pt; BORDER-RIGHT: windowt=
ext 1pt solid; WIDTH: 32.94%; BORDER-BOTTOM: windowtext 1pt solid; PAD=
DING-BOTTOM: 0cm; PADDING-TOP: 0cm; PADDING-LEFT: 5.4pt; BORDER-LEFT: =
windowtext 1pt solid; PADDING-RIGHT: 5.4pt; BACKGROUND-COLOR: transpar=
ent; mso-border-top-alt: solid windowtext .5pt; mso-border-alt: solid =
windowtext .5pt"=20
    vAlign=3Dtop width=3D"32%">
      <P class=3DMsoNormal style=3D"MARGIN: 0cm 0cm 0pt; LINE-HEIGHT: =
normal"><SPAN=20
      style=3D'mso-fareast-font-family: "Times New Roman"; mso-fareast=
-theme-font: minor-fareast; mso-bidi-font-family: Calibri; mso-bidi-th=
eme-font: minor-latin'>21-25<o:p></o:p></SPAN></P></TD>
    <TD=20
    style=3D"BORDER-TOP: #f0f0f0; HEIGHT: 3.6pt; BORDER-RIGHT: windowt=
ext 1pt solid; WIDTH: 67.06%; BORDER-BOTTOM: windowtext 1pt solid; PAD=
DING-BOTTOM: 0cm; PADDING-TOP: 0cm; PADDING-LEFT: 5.4pt; BORDER-LEFT: =
#f0f0f0; PADDING-RIGHT: 5.4pt; BACKGROUND-COLOR: transparent; mso-bord=
er-top-alt: solid windowtext .5pt; mso-border-alt: solid windowtext .5=
pt; mso-border-left-alt: solid windowtext .5pt"=20
    vAlign=3Dtop width=3D"67%">
      <P class=3DMsoNormal style=3D"MARGIN: 0cm 0cm 0pt; LINE-HEIGHT: =
normal"><SPAN=20
      style=3D'mso-fareast-font-family: "Times New Roman"; mso-fareast=
-theme-font: minor-fareast; mso-bidi-font-family: Calibri; mso-bidi-th=
eme-font: minor-latin'>30%<o:p></o:p></SPAN></P></TD></TR>
  <TR style=3D"HEIGHT: 3.6pt; mso-yfti-irow: 6">
    <TD=20
    style=3D"BORDER-TOP: #f0f0f0; HEIGHT: 3.6pt; BORDER-RIGHT: windowt=
ext 1pt solid; WIDTH: 32.94%; BORDER-BOTTOM: windowtext 1pt solid; PAD=
DING-BOTTOM: 0cm; PADDING-TOP: 0cm; PADDING-LEFT: 5.4pt; BORDER-LEFT: =
windowtext 1pt solid; PADDING-RIGHT: 5.4pt; BACKGROUND-COLOR: transpar=
ent; mso-border-top-alt: solid windowtext .5pt; mso-border-alt: solid =
windowtext .5pt"=20
    vAlign=3Dtop width=3D"32%">
      <P class=3DMsoNormal style=3D"MARGIN: 0cm 0cm 0pt; LINE-HEIGHT: =
normal"><SPAN=20
      style=3D'mso-fareast-font-family: "Times New Roman"; mso-fareast=
-theme-font: minor-fareast; mso-bidi-font-family: Calibri; mso-bidi-th=
eme-font: minor-latin'>26-30<o:p></o:p></SPAN></P></TD>
    <TD=20
    style=3D"BORDER-TOP: #f0f0f0; HEIGHT: 3.6pt; BORDER-RIGHT: windowt=
ext 1pt solid; WIDTH: 67.06%; BORDER-BOTTOM: windowtext 1pt solid; PAD=
DING-BOTTOM: 0cm; PADDING-TOP: 0cm; PADDING-LEFT: 5.4pt; BORDER-LEFT: =
#f0f0f0; PADDING-RIGHT: 5.4pt; BACKGROUND-COLOR: transparent; mso-bord=
er-top-alt: solid windowtext .5pt; mso-border-alt: solid windowtext .5=
pt; mso-border-left-alt: solid windowtext .5pt"=20
    vAlign=3Dtop width=3D"67%">
      <P class=3DMsoNormal style=3D"MARGIN: 0cm 0cm 0pt; LINE-HEIGHT: =
normal"><SPAN=20
      style=3D'mso-fareast-font-family: "Times New Roman"; mso-fareast=
-theme-font: minor-fareast; mso-bidi-font-family: Calibri; mso-bidi-th=
eme-font: minor-latin'>35%<o:p></o:p></SPAN></P></TD></TR>
  <TR style=3D"HEIGHT: 3.6pt; mso-yfti-irow: 7; mso-yfti-lastrow: yes"=
>
    <TD=20
    style=3D"BORDER-TOP: #f0f0f0; HEIGHT: 3.6pt; BORDER-RIGHT: windowt=
ext 1pt solid; WIDTH: 32.94%; BORDER-BOTTOM: windowtext 1pt solid; PAD=
DING-BOTTOM: 0cm; PADDING-TOP: 0cm; PADDING-LEFT: 5.4pt; BORDER-LEFT: =
windowtext 1pt solid; PADDING-RIGHT: 5.4pt; BACKGROUND-COLOR: transpar=
ent; mso-border-top-alt: solid windowtext .5pt; mso-border-alt: solid =
windowtext .5pt"=20
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      <P class=3DMsoNormal style=3D"MARGIN: 0cm 0cm 0pt; LINE-HEIGHT: =
normal"><SPAN=20
      style=3D'mso-fareast-font-family: "Times New Roman"; mso-fareast=
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eme-font: minor-latin'>30-50<o:p></o:p></SPAN></P></TD>
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ext 1pt solid; WIDTH: 67.06%; BORDER-BOTTOM: windowtext 1pt solid; PAD=
DING-BOTTOM: 0cm; PADDING-TOP: 0cm; PADDING-LEFT: 5.4pt; BORDER-LEFT: =
#f0f0f0; PADDING-RIGHT: 5.4pt; BACKGROUND-COLOR: transparent; mso-bord=
er-top-alt: solid windowtext .5pt; mso-border-alt: solid windowtext .5=
pt; mso-border-left-alt: solid windowtext .5pt"=20
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eme-font: minor-latin'>40%<o:p></o:p></SPAN></P></TD></TR></TBODY></TA=
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