<p dir="ltr" style="line-height: 1.3800000000000001; margin-top: 12pt; margin-bottom: 12pt;"><strong id="docs-internal-guid-a33c6c90-7fff-96a2-aa7d-078fe631180c" style="font-weight: normal;">[size= 11pt; font-family: Arial,sans-serif; color: #000000; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap]Today, Data science is about real jobs, data scientists deal with unclear problems, and business pressure. The role requires a mix of technical ability, and communication, where people who succeed are usually strong generalists. [/size]

<p dir="ltr" style="line-height: 1.3800000000000001; margin-top: 12pt; margin-bottom: 12pt;"><strong id="docs-internal-guid-a33c6c90-7fff-96a2-aa7d-078fe631180c" style="font-weight: normal;">[size= 11pt; font-family: Arial,sans-serif; color: #000000; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap]Learners who begin with [/size][size= 11pt; font-family: Arial,sans-serif; color: #1155cc; background-color: transparent; font-weight: bold; font-style: normal; font-variant: normal; text-decoration: underline; -webkit-text-decoration-skip: none; text-decoration-skip-ink: none; vertical-align: baseline; white-space: pre-wrap]Data Science Classes[/size][size= 11pt; font-family: Arial,sans-serif; color: #000000; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap] often expect to jump straight into machine learning. With experience, they realize that data science is more about understanding data and decisions.[/size]

<h2 dir="ltr" style="line-height: 1.3800000000000001; margin-top: 18pt; margin-bottom: 4pt;"><strong id="docs-internal-guid-a33c6c90-7fff-96a2-aa7d-078fe631180c" style="font-weight: normal;">[size= 17pt; font-family: Arial,sans-serif; color: #000000; background-color: transparent; font-weight: bold; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap]What Data Scientists Actually Do[/size]</h2>
<p dir="ltr" style="line-height: 1.3800000000000001; margin-top: 12pt; margin-bottom: 12pt;"><strong id="docs-internal-guid-a33c6c90-7fff-96a2-aa7d-078fe631180c" style="font-weight: normal;">[size= 11pt; font-family: Arial,sans-serif; color: #000000; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap]A data scientist&rsquo;s work usually starts long before modeling continues long after it.[/size]

<p dir="ltr" style="line-height: 1.3800000000000001; margin-top: 12pt; margin-bottom: 12pt;"><strong id="docs-internal-guid-a33c6c90-7fff-96a2-aa7d-078fe631180c" style="font-weight: normal;">[size= 11pt; font-family: Arial,sans-serif; color: #000000; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap]Typical responsibilities include:[/size]

<ul style="margin-top: 0; margin-bottom: 0; padding-inline-start: 48px;">
<li dir="ltr" style="list-style-type: disc; font-size: 11pt; font-family: Arial,sans-serif; color: #000000; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre;">
<p dir="ltr" style="line-height: 1.3800000000000001; margin-top: 12pt; margin-bottom: 0pt;"><strong id="docs-internal-guid-a33c6c90-7fff-96a2-aa7d-078fe631180c" style="font-weight: normal;">[size= 11pt; font-family: Arial,sans-serif; color: #000000; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap]Understanding the business problem[/size]

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<li dir="ltr" style="list-style-type: disc; font-size: 11pt; font-family: Arial,sans-serif; color: #000000; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre;">
<p dir="ltr" style="line-height: 1.3800000000000001; margin-top: 0pt; margin-bottom: 0pt;"><strong id="docs-internal-guid-a33c6c90-7fff-96a2-aa7d-078fe631180c" style="font-weight: normal;">[size= 11pt; font-family: Arial,sans-serif; color: #000000; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap]Exploring raw and messy data[/size]

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<li dir="ltr" style="list-style-type: disc; font-size: 11pt; font-family: Arial,sans-serif; color: #000000; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre;">
<p dir="ltr" style="line-height: 1.3800000000000001; margin-top: 0pt; margin-bottom: 0pt;"><strong id="docs-internal-guid-a33c6c90-7fff-96a2-aa7d-078fe631180c" style="font-weight: normal;">[size= 11pt; font-family: Arial,sans-serif; color: #000000; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap]Cleaning and preparing datasets[/size]

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<li dir="ltr" style="list-style-type: disc; font-size: 11pt; font-family: Arial,sans-serif; color: #000000; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre;">
<p dir="ltr" style="line-height: 1.3800000000000001; margin-top: 0pt; margin-bottom: 0pt;"><strong id="docs-internal-guid-a33c6c90-7fff-96a2-aa7d-078fe631180c" style="font-weight: normal;">[size= 11pt; font-family: Arial,sans-serif; color: #000000; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap]Applying suitable analytical or ML methods[/size]

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<li dir="ltr" style="list-style-type: disc; font-size: 11pt; font-family: Arial,sans-serif; color: #000000; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre;">
<p dir="ltr" style="line-height: 1.3800000000000001; margin-top: 0pt; margin-bottom: 12pt;"><strong id="docs-internal-guid-a33c6c90-7fff-96a2-aa7d-078fe631180c" style="font-weight: normal;">[size= 11pt; font-family: Arial,sans-serif; color: #000000; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap]Explaining results clearly to others[/size]

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<p dir="ltr" style="line-height: 1.3800000000000001; margin-top: 12pt; margin-bottom: 12pt;"><strong id="docs-internal-guid-a33c6c90-7fff-96a2-aa7d-078fe631180c" style="font-weight: normal;">[size= 11pt; font-family: Arial,sans-serif; color: #000000; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap]This wide scope explains why data scientists need skills across multiple areas.[/size]

<h2 dir="ltr" style="line-height: 1.3800000000000001; margin-top: 18pt; margin-bottom: 4pt;"><strong id="docs-internal-guid-a33c6c90-7fff-96a2-aa7d-078fe631180c" style="font-weight: normal;">[size= 17pt; font-family: Arial,sans-serif; color: #000000; background-color: transparent; font-weight: bold; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap]Programming Skills That Matter[/size]</h2>
<p dir="ltr" style="line-height: 1.3800000000000001; margin-top: 12pt; margin-bottom: 12pt;"><strong id="docs-internal-guid-a33c6c90-7fff-96a2-aa7d-078fe631180c" style="font-weight: normal;">[size= 11pt; font-family: Arial,sans-serif; color: #000000; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap]Programming is essential because almost all data work is done through code, where Python is commonly used, but the language itself is less important.[/size]

<p dir="ltr" style="line-height: 1.3800000000000001; margin-top: 12pt; margin-bottom: 12pt;"><strong id="docs-internal-guid-a33c6c90-7fff-96a2-aa7d-078fe631180c" style="font-weight: normal;">[size= 11pt; font-family: Arial,sans-serif; color: #000000; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap]Programming is mainly used for:[/size]

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<li dir="ltr" style="list-style-type: disc; font-size: 11pt; font-family: Arial,sans-serif; color: #000000; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre;">
<p dir="ltr" style="line-height: 1.3800000000000001; margin-top: 12pt; margin-bottom: 0pt;"><strong id="docs-internal-guid-a33c6c90-7fff-96a2-aa7d-078fe631180c" style="font-weight: normal;">[size= 11pt; font-family: Arial,sans-serif; color: #000000; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap]Cleaning and transforming data[/size]

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<li dir="ltr" style="list-style-type: disc; font-size: 11pt; font-family: Arial,sans-serif; color: #000000; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre;">
<p dir="ltr" style="line-height: 1.3800000000000001; margin-top: 0pt; margin-bottom: 0pt;"><strong id="docs-internal-guid-a33c6c90-7fff-96a2-aa7d-078fe631180c" style="font-weight: normal;">[size= 11pt; font-family: Arial,sans-serif; color: #000000; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap]Automating analysis steps[/size]

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<li dir="ltr" style="list-style-type: disc; font-size: 11pt; font-family: Arial,sans-serif; color: #000000; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre;">
<p dir="ltr" style="line-height: 1.3800000000000001; margin-top: 0pt; margin-bottom: 0pt;"><strong id="docs-internal-guid-a33c6c90-7fff-96a2-aa7d-078fe631180c" style="font-weight: normal;">[size= 11pt; font-family: Arial,sans-serif; color: #000000; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap]Training and testing models[/size]

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<li dir="ltr" style="list-style-type: disc; font-size: 11pt; font-family: Arial,sans-serif; color: #000000; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre;">
<p dir="ltr" style="line-height: 1.3800000000000001; margin-top: 0pt; margin-bottom: 12pt;"><strong id="docs-internal-guid-a33c6c90-7fff-96a2-aa7d-078fe631180c" style="font-weight: normal;">[size= 11pt; font-family: Arial,sans-serif; color: #000000; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap]Repeating experiments reliably[/size]

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<p dir="ltr" style="line-height: 1.3800000000000001; margin-top: 12pt; margin-bottom: 12pt;"><strong id="docs-internal-guid-a33c6c90-7fff-96a2-aa7d-078fe631180c" style="font-weight: normal;">[size= 11pt; font-family: Arial,sans-serif; color: #000000; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap]Students in a [/size][size= 11pt; font-family: Arial,sans-serif; color: #1155cc; background-color: transparent; font-weight: bold; font-style: normal; font-variant: normal; text-decoration: underline; -webkit-text-decoration-skip: none; text-decoration-skip-ink: none; vertical-align: baseline; white-space: pre-wrap]Data Science Course In Delhi With Placement[/size] [size= 11pt; font-family: Arial,sans-serif; color: #000000; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap]usually focus on Python because it supports data handling, and machine learning in one ecosystem.[/size]

<h3 dir="ltr" style="line-height: 1.3800000000000001; margin-top: 14pt; margin-bottom: 4pt;"><strong id="docs-internal-guid-a33c6c90-7fff-96a2-aa7d-078fe631180c" style="font-weight: normal;">[size= 13pt; font-family: Arial,sans-serif; color: #000000; background-color: transparent; font-weight: bold; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap]Practical Programming Skills[/size]</h3>
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<table style="border: none; border-collapse: collapse;"><colgroup><col width="312" /><col width="312" /></colgroup>
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<p dir="ltr" style="line-height: 1.3800000000000001; text-align: center; margin-top: 0pt; margin-bottom: 0pt;">[size= 11pt; font-family: Arial,sans-serif; color: #000000; background-color: transparent; font-weight: bold; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap]Skill[/size]

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<p dir="ltr" style="line-height: 1.3800000000000001; text-align: center; margin-top: 0pt; margin-bottom: 0pt;">[size= 11pt; font-family: Arial,sans-serif; color: #000000; background-color: transparent; font-weight: bold; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap]Why It Is Important[/size]

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<p dir="ltr" style="line-height: 1.3800000000000001; margin-top: 0pt; margin-bottom: 0pt;">[size= 11pt; font-family: Arial,sans-serif; color: #000000; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap]Python basics[/size]

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<td style="vertical-align: top; padding: 5pt 5pt 5pt 5pt; overflow: hidden; overflow-wrap: break-word;">
<p dir="ltr" style="line-height: 1.3800000000000001; margin-top: 0pt; margin-bottom: 0pt;">[size= 11pt; font-family: Arial,sans-serif; color: #000000; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap]Writing clear analysis logic[/size]

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<td style="vertical-align: top; padding: 5pt 5pt 5pt 5pt; overflow: hidden; overflow-wrap: break-word;">
<p dir="ltr" style="line-height: 1.3800000000000001; margin-top: 0pt; margin-bottom: 0pt;">[size= 11pt; font-family: Arial,sans-serif; color: #000000; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap]Data libraries[/size]

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<td style="vertical-align: top; padding: 5pt 5pt 5pt 5pt; overflow: hidden; overflow-wrap: break-word;">
<p dir="ltr" style="line-height: 1.3800000000000001; margin-top: 0pt; margin-bottom: 0pt;">[size= 11pt; font-family: Arial,sans-serif; color: #000000; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap]Handling real datasets[/size]

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<td style="vertical-align: top; padding: 5pt 5pt 5pt 5pt; overflow: hidden; overflow-wrap: break-word;">
<p dir="ltr" style="line-height: 1.3800000000000001; margin-top: 0pt; margin-bottom: 0pt;">[size= 11pt; font-family: Arial,sans-serif; color: #000000; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap]Clean code[/size]

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<td style="vertical-align: top; padding: 5pt 5pt 5pt 5pt; overflow: hidden; overflow-wrap: break-word;">
<p dir="ltr" style="line-height: 1.3800000000000001; margin-top: 0pt; margin-bottom: 0pt;">[size= 11pt; font-family: Arial,sans-serif; color: #000000; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap]Easier debugging[/size]

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<tr style="height: 0pt;">
<td style="vertical-align: top; padding: 5pt 5pt 5pt 5pt; overflow: hidden; overflow-wrap: break-word;">
<p dir="ltr" style="line-height: 1.3800000000000001; margin-top: 0pt; margin-bottom: 0pt;">[size= 11pt; font-family: Arial,sans-serif; color: #000000; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap]Version control[/size]

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<td style="vertical-align: top; padding: 5pt 5pt 5pt 5pt; overflow: hidden; overflow-wrap: break-word;">
<p dir="ltr" style="line-height: 1.3800000000000001; margin-top: 0pt; margin-bottom: 0pt;">[size= 11pt; font-family: Arial,sans-serif; color: #000000; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap]Tracking experiments[/size]

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<p dir="ltr" style="line-height: 1.3800000000000001; margin-top: 12pt; margin-bottom: 12pt;"><strong id="docs-internal-guid-a33c6c90-7fff-96a2-aa7d-078fe631180c" style="font-weight: normal;">[size= 11pt; font-family: Arial,sans-serif; color: #000000; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap]Good data scientists write readable code, not clever code.[/size]

<h2 dir="ltr" style="line-height: 1.3800000000000001; margin-top: 18pt; margin-bottom: 4pt;"><strong id="docs-internal-guid-a33c6c90-7fff-96a2-aa7d-078fe631180c" style="font-weight: normal;">[size= 17pt; font-family: Arial,sans-serif; color: #000000; background-color: transparent; font-weight: bold; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap]Statistics Is the Backbone[/size]</h2>
<p dir="ltr" style="line-height: 1.3800000000000001; margin-top: 12pt; margin-bottom: 12pt;"><strong id="docs-internal-guid-a33c6c90-7fff-96a2-aa7d-078fe631180c" style="font-weight: normal;">[size= 11pt; font-family: Arial,sans-serif; color: #000000; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap]Statistics helps data scientists decide whether results make sense, without it, models can appear accurate but fail in practice.[/size]

<p dir="ltr" style="line-height: 1.3800000000000001; margin-top: 12pt; margin-bottom: 12pt;"><strong id="docs-internal-guid-a33c6c90-7fff-96a2-aa7d-078fe631180c" style="font-weight: normal;">[size= 11pt; font-family: Arial,sans-serif; color: #000000; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap]Important concepts include:[/size]

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<li dir="ltr" style="list-style-type: disc; font-size: 11pt; font-family: Arial,sans-serif; color: #000000; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre;">
<p dir="ltr" style="line-height: 1.3800000000000001; margin-top: 12pt; margin-bottom: 0pt;"><strong id="docs-internal-guid-a33c6c90-7fff-96a2-aa7d-078fe631180c" style="font-weight: normal;">[size= 11pt; font-family: Arial,sans-serif; color: #000000; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap]Probability and distributions. [/size]

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<li dir="ltr" style="list-style-type: disc; font-size: 11pt; font-family: Arial,sans-serif; color: #000000; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre;">
<p dir="ltr" style="line-height: 1.3800000000000001; margin-top: 0pt; margin-bottom: 0pt;"><strong id="docs-internal-guid-a33c6c90-7fff-96a2-aa7d-078fe631180c" style="font-weight: normal;">[size= 11pt; font-family: Arial,sans-serif; color: #000000; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap]Mean, median, and variability. [/size]

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<li dir="ltr" style="list-style-type: disc; font-size: 11pt; font-family: Arial,sans-serif; color: #000000; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre;">
<p dir="ltr" style="line-height: 1.3800000000000001; margin-top: 0pt; margin-bottom: 0pt;"><strong id="docs-internal-guid-a33c6c90-7fff-96a2-aa7d-078fe631180c" style="font-weight: normal;">[size= 11pt; font-family: Arial,sans-serif; color: #000000; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap]Sampling and bias. [/size]

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<li dir="ltr" style="list-style-type: disc; font-size: 11pt; font-family: Arial,sans-serif; color: #000000; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre;">
<p dir="ltr" style="line-height: 1.3800000000000001; margin-top: 0pt; margin-bottom: 0pt;"><strong id="docs-internal-guid-a33c6c90-7fff-96a2-aa7d-078fe631180c" style="font-weight: normal;">[size= 11pt; font-family: Arial,sans-serif; color: #000000; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap]Hypothesis testing. [/size]

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<li dir="ltr" style="list-style-type: disc; font-size: 11pt; font-family: Arial,sans-serif; color: #000000; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre;">
<p dir="ltr" style="line-height: 1.3800000000000001; margin-top: 0pt; margin-bottom: 12pt;"><strong id="docs-internal-guid-a33c6c90-7fff-96a2-aa7d-078fe631180c" style="font-weight: normal;">[size= 11pt; font-family: Arial,sans-serif; color: #000000; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap]Correlation versus causation. [/size]

</li>
</ul>
<p dir="ltr" style="line-height: 1.3800000000000001; margin-top: 12pt; margin-bottom: 12pt;"><strong id="docs-internal-guid-a33c6c90-7fff-96a2-aa7d-078fe631180c" style="font-weight: normal;">[size= 11pt; font-family: Arial,sans-serif; color: #000000; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap]In a [/size]Data Science Certification Course<strong id="docs-internal-guid-a33c6c90-7fff-96a2-aa7d-078fe631180c" style="font-weight: normal;">[size= 11pt; font-family: Arial,sans-serif; color: #000000; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap], learners often realize that statistics helps them question results, so grab it early.[/size]

<h2 dir="ltr" style="line-height: 1.3800000000000001; margin-top: 18pt; margin-bottom: 4pt;"><strong id="docs-internal-guid-a33c6c90-7fff-96a2-aa7d-078fe631180c" style="font-weight: normal;">[size= 17pt; font-family: Arial,sans-serif; color: #000000; background-color: transparent; font-weight: bold; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap]Machine Learning as a Tool, Not a Goal[/size]</h2>
<p dir="ltr" style="line-height: 1.3800000000000001; margin-top: 12pt; margin-bottom: 12pt;"><strong id="docs-internal-guid-a33c6c90-7fff-96a2-aa7d-078fe631180c" style="font-weight: normal;">[size= 11pt; font-family: Arial,sans-serif; color: #000000; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap]Machine learning helps systems learn patterns, but it is only useful when applied carefully, where the core machine learning skills include:[/size]

<ul style="margin-top: 0; margin-bottom: 0; padding-inline-start: 48px;">
<li dir="ltr" style="list-style-type: disc; font-size: 11pt; font-family: Arial,sans-serif; color: #000000; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre;">
<p dir="ltr" style="line-height: 1.3800000000000001; margin-top: 12pt; margin-bottom: 0pt;"><strong id="docs-internal-guid-a33c6c90-7fff-96a2-aa7d-078fe631180c" style="font-weight: normal;">[size= 11pt; font-family: Arial,sans-serif; color: #000000; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap]Knowing when to use which algorithm[/size]

</li>
<li dir="ltr" style="list-style-type: disc; font-size: 11pt; font-family: Arial,sans-serif; color: #000000; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre;">
<p dir="ltr" style="line-height: 1.3800000000000001; margin-top: 0pt; margin-bottom: 0pt;"><strong id="docs-internal-guid-a33c6c90-7fff-96a2-aa7d-078fe631180c" style="font-weight: normal;">[size= 11pt; font-family: Arial,sans-serif; color: #000000; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap]Understanding model assumptions[/size]

</li>
<li dir="ltr" style="list-style-type: disc; font-size: 11pt; font-family: Arial,sans-serif; color: #000000; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre;">
<p dir="ltr" style="line-height: 1.3800000000000001; margin-top: 0pt; margin-bottom: 0pt;"><strong id="docs-internal-guid-a33c6c90-7fff-96a2-aa7d-078fe631180c" style="font-weight: normal;">[size= 11pt; font-family: Arial,sans-serif; color: #000000; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap]Evaluating results correctly[/size]

</li>
<li dir="ltr" style="list-style-type: disc; font-size: 11pt; font-family: Arial,sans-serif; color: #000000; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre;">
<p dir="ltr" style="line-height: 1.3800000000000001; margin-top: 0pt; margin-bottom: 12pt;"><strong id="docs-internal-guid-a33c6c90-7fff-96a2-aa7d-078fe631180c" style="font-weight: normal;">[size= 11pt; font-family: Arial,sans-serif; color: #000000; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap]Avoiding overfitting[/size]

</li>
</ul>
<h3 dir="ltr" style="line-height: 1.3800000000000001; margin-top: 14pt; margin-bottom: 4pt;"><strong id="docs-internal-guid-a33c6c90-7fff-96a2-aa7d-078fe631180c" style="font-weight: normal;">[size= 13pt; font-family: Arial,sans-serif; color: #000000; background-color: transparent; font-weight: bold; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap]Common Model Types[/size]</h3>
<div dir="ltr" style="margin-left: 0pt;" align="left">
<table style="border: medium; border-collapse: collapse; height: 129px;" width="542"><colgroup><col width="312" /><col width="312" /></colgroup>
<tbody>
<tr style="height: 0pt;">
<td style="vertical-align: top; padding: 5pt 5pt 5pt 5pt; overflow: hidden; overflow-wrap: break-word;">
<p dir="ltr" style="line-height: 1.3800000000000001; text-align: center; margin-top: 0pt; margin-bottom: 0pt;">[size= 11pt; font-family: Arial,sans-serif; color: #000000; background-color: transparent; font-weight: bold; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap]Type[/size]

</td>
<td style="vertical-align: top; padding: 5pt 5pt 5pt 5pt; overflow: hidden; overflow-wrap: break-word;">
<p dir="ltr" style="line-height: 1.3800000000000001; text-align: center; margin-top: 0pt; margin-bottom: 0pt;">[size= 11pt; font-family: Arial,sans-serif; color: #000000; background-color: transparent; font-weight: bold; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap]Typical Use[/size]

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<tr style="height: 0pt;">
<td style="vertical-align: top; padding: 5pt 5pt 5pt 5pt; overflow: hidden; overflow-wrap: break-word;">
<p dir="ltr" style="line-height: 1.3800000000000001; margin-top: 0pt; margin-bottom: 0pt;">[size= 11pt; font-family: Arial,sans-serif; color: #000000; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap]Regression[/size]

</td>
<td style="vertical-align: top; padding: 5pt 5pt 5pt 5pt; overflow: hidden; overflow-wrap: break-word;">
<p dir="ltr" style="line-height: 1.3800000000000001; margin-top: 0pt; margin-bottom: 0pt;">[size= 11pt; font-family: Arial,sans-serif; color: #000000; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap]Numeric prediction[/size]

</td>
</tr>
<tr style="height: 0pt;">
<td style="vertical-align: top; padding: 5pt 5pt 5pt 5pt; overflow: hidden; overflow-wrap: break-word;">
<p dir="ltr" style="line-height: 1.3800000000000001; margin-top: 0pt; margin-bottom: 0pt;">[size= 11pt; font-family: Arial,sans-serif; color: #000000; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap]Classification[/size]

</td>
<td style="vertical-align: top; padding: 5pt 5pt 5pt 5pt; overflow: hidden; overflow-wrap: break-word;">
<p dir="ltr" style="line-height: 1.3800000000000001; margin-top: 0pt; margin-bottom: 0pt;">[size= 11pt; font-family: Arial,sans-serif; color: #000000; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap]Category prediction[/size]

</td>
</tr>
<tr style="height: 0pt;">
<td style="vertical-align: top; padding: 5pt 5pt 5pt 5pt; overflow: hidden; overflow-wrap: break-word;">
<p dir="ltr" style="line-height: 1.3800000000000001; margin-top: 0pt; margin-bottom: 0pt;">[size= 11pt; font-family: Arial,sans-serif; color: #000000; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap]Clustering[/size]

</td>
<td style="vertical-align: top; padding: 5pt 5pt 5pt 5pt; overflow: hidden; overflow-wrap: break-word;">
<p dir="ltr" style="line-height: 1.3800000000000001; margin-top: 0pt; margin-bottom: 0pt;">[size= 11pt; font-family: Arial,sans-serif; color: #000000; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap]Pattern discovery[/size]

</td>
</tr>
<tr style="height: 0pt;">
<td style="vertical-align: top; padding: 5pt 5pt 5pt 5pt; overflow: hidden; overflow-wrap: break-word;">
<p dir="ltr" style="line-height: 1.3800000000000001; margin-top: 0pt; margin-bottom: 0pt;">[size= 11pt; font-family: Arial,sans-serif; color: #000000; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap]Dimensionality reduction[/size]

</td>
<td style="vertical-align: top; padding: 5pt 5pt 5pt 5pt; overflow: hidden; overflow-wrap: break-word;">
<p dir="ltr" style="line-height: 1.3800000000000001; margin-top: 0pt; margin-bottom: 0pt;">[size= 11pt; font-family: Arial,sans-serif; color: #000000; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap]Simplifying data[/size]

</td>
</tr>
</tbody>
</table>
</div>
<p dir="ltr" style="line-height: 1.3800000000000001; margin-top: 12pt; margin-bottom: 12pt;"><strong id="docs-internal-guid-a33c6c90-7fff-96a2-aa7d-078fe631180c" style="font-weight: normal;">[size= 11pt; font-family: Arial,sans-serif; color: #000000; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap]Strong data scientists prefer simple models when they work well.[/size]

<h2 dir="ltr" style="line-height: 1.3800000000000001; margin-top: 18pt; margin-bottom: 4pt;"><strong id="docs-internal-guid-a33c6c90-7fff-96a2-aa7d-078fe631180c" style="font-weight: normal;">[size= 17pt; font-family: Arial,sans-serif; color: #000000; background-color: transparent; font-weight: bold; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap]Data Cleaning and Preparation Skills[/size]</h2>
<p dir="ltr" style="line-height: 1.3800000000000001; margin-top: 12pt; margin-bottom: 12pt;"><strong id="docs-internal-guid-a33c6c90-7fff-96a2-aa7d-078fe631180c" style="font-weight: normal;">[size= 11pt; font-family: Arial,sans-serif; color: #000000; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap]Most real-world data is messy, where cleaning data often takes more time than modeling.[/size]

<p dir="ltr" style="line-height: 1.3800000000000001; margin-top: 12pt; margin-bottom: 12pt;"><strong id="docs-internal-guid-a33c6c90-7fff-96a2-aa7d-078fe631180c" style="font-weight: normal;">[size= 11pt; font-family: Arial,sans-serif; color: #000000; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap]Key tasks include:[/size]

<ul style="margin-top: 0; margin-bottom: 0; padding-inline-start: 48px;">
<li dir="ltr" style="list-style-type: disc; font-size: 11pt; font-family: Arial,sans-serif; color: #000000; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre;">
<p dir="ltr" style="line-height: 1.3800000000000001; margin-top: 12pt; margin-bottom: 0pt;"><strong id="docs-internal-guid-a33c6c90-7fff-96a2-aa7d-078fe631180c" style="font-weight: normal;">[size= 11pt; font-family: Arial,sans-serif; color: #000000; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap]Handling missing values[/size]

</li>
<li dir="ltr" style="list-style-type: disc; font-size: 11pt; font-family: Arial,sans-serif; color: #000000; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre;">
<p dir="ltr" style="line-height: 1.3800000000000001; margin-top: 0pt; margin-bottom: 0pt;"><strong id="docs-internal-guid-a33c6c90-7fff-96a2-aa7d-078fe631180c" style="font-weight: normal;">[size= 11pt; font-family: Arial,sans-serif; color: #000000; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap]Removing duplicates[/size]

</li>
<li dir="ltr" style="list-style-type: disc; font-size: 11pt; font-family: Arial,sans-serif; color: #000000; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre;">
<p dir="ltr" style="line-height: 1.3800000000000001; margin-top: 0pt; margin-bottom: 0pt;"><strong id="docs-internal-guid-a33c6c90-7fff-96a2-aa7d-078fe631180c" style="font-weight: normal;">[size= 11pt; font-family: Arial,sans-serif; color: #000000; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap]Fixing inconsistent formats[/size]

</li>
<li dir="ltr" style="list-style-type: disc; font-size: 11pt; font-family: Arial,sans-serif; color: #000000; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre;">
<p dir="ltr" style="line-height: 1.3800000000000001; margin-top: 0pt; margin-bottom: 12pt;"><strong id="docs-internal-guid-a33c6c90-7fff-96a2-aa7d-078fe631180c" style="font-weight: normal;">[size= 11pt; font-family: Arial,sans-serif; color: #000000; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap]Validating assumptions[/size]

</li>
</ul>
<p dir="ltr" style="line-height: 1.3800000000000001; margin-top: 12pt; margin-bottom: 12pt;"><strong id="docs-internal-guid-a33c6c90-7fff-96a2-aa7d-078fe631180c" style="font-weight: normal;">[size= 11pt; font-family: Arial,sans-serif; color: #000000; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap]Poor data preparation leads to unreliable conclusions, even if you start to work with advanced models.[/size]

<h2 dir="ltr" style="line-height: 1.3800000000000001; margin-top: 18pt; margin-bottom: 4pt;"><strong id="docs-internal-guid-a33c6c90-7fff-96a2-aa7d-078fe631180c" style="font-weight: normal;">[size= 17pt; font-family: Arial,sans-serif; color: #000000; background-color: transparent; font-weight: bold; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap]Analytical Thinking and Problem Framing[/size]</h2>
<p dir="ltr" style="line-height: 1.3800000000000001; margin-top: 12pt; margin-bottom: 12pt;"><strong id="docs-internal-guid-a33c6c90-7fff-96a2-aa7d-078fe631180c" style="font-weight: normal;">[size= 11pt; font-family: Arial,sans-serif; color: #000000; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap]One of the most important skills is turning vague questions into clear analytical tasks.[/size]

<p dir="ltr" style="line-height: 1.3800000000000001; margin-top: 12pt; margin-bottom: 12pt;"><strong id="docs-internal-guid-a33c6c90-7fff-96a2-aa7d-078fe631180c" style="font-weight: normal;">[size= 11pt; font-family: Arial,sans-serif; color: #000000; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap]This involves:[/size]

<ul style="margin-top: 0; margin-bottom: 0; padding-inline-start: 48px;">
<li dir="ltr" style="list-style-type: disc; font-size: 11pt; font-family: Arial,sans-serif; color: #000000; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre;">
<p dir="ltr" style="line-height: 1.3800000000000001; margin-top: 12pt; margin-bottom: 0pt;"><strong id="docs-internal-guid-a33c6c90-7fff-96a2-aa7d-078fe631180c" style="font-weight: normal;">[size= 11pt; font-family: Arial,sans-serif; color: #000000; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap]Asking better questions[/size]

</li>
<li dir="ltr" style="list-style-type: disc; font-size: 11pt; font-family: Arial,sans-serif; color: #000000; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre;">
<p dir="ltr" style="line-height: 1.3800000000000001; margin-top: 0pt; margin-bottom: 0pt;"><strong id="docs-internal-guid-a33c6c90-7fff-96a2-aa7d-078fe631180c" style="font-weight: normal;">[size= 11pt; font-family: Arial,sans-serif; color: #000000; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap]Defining success clearly[/size]

</li>
<li dir="ltr" style="list-style-type: disc; font-size: 11pt; font-family: Arial,sans-serif; color: #000000; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre;">
<p dir="ltr" style="line-height: 1.3800000000000001; margin-top: 0pt; margin-bottom: 0pt;"><strong id="docs-internal-guid-a33c6c90-7fff-96a2-aa7d-078fe631180c" style="font-weight: normal;">[size= 11pt; font-family: Arial,sans-serif; color: #000000; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap]Understanding constraints[/size]

</li>
<li dir="ltr" style="list-style-type: disc; font-size: 11pt; font-family: Arial,sans-serif; color: #000000; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre;">
<p dir="ltr" style="line-height: 1.3800000000000001; margin-top: 0pt; margin-bottom: 12pt;"><strong id="docs-internal-guid-a33c6c90-7fff-96a2-aa7d-078fe631180c" style="font-weight: normal;">[size= 11pt; font-family: Arial,sans-serif; color: #000000; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap]Choosing realistic approaches[/size]

</li>
</ul>
<p dir="ltr" style="line-height: 1.3800000000000001; margin-top: 12pt; margin-bottom: 12pt;"><strong id="docs-internal-guid-a33c6c90-7fff-96a2-aa7d-078fe631180c" style="font-weight: normal;">[size= 11pt; font-family: Arial,sans-serif; color: #000000; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap]Good problem framing saves time avoiding unnecessary complexity.[/size]

<h2 dir="ltr" style="line-height: 1.3800000000000001; margin-top: 18pt; margin-bottom: 4pt;"><strong id="docs-internal-guid-a33c6c90-7fff-96a2-aa7d-078fe631180c" style="font-weight: normal;">[size= 17pt; font-family: Arial,sans-serif; color: #000000; background-color: transparent; font-weight: bold; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap]Communication Skills Are Critical[/size]</h2>
<p dir="ltr" style="line-height: 1.3800000000000001; margin-top: 12pt; margin-bottom: 12pt;"><strong id="docs-internal-guid-a33c6c90-7fff-96a2-aa7d-078fe631180c" style="font-weight: normal;">[size= 11pt; font-family: Arial,sans-serif; color: #000000; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap]Data scientists must explain results to people who may not have technical backgrounds.[/size]

<p dir="ltr" style="line-height: 1.3800000000000001; margin-top: 12pt; margin-bottom: 12pt;"><strong id="docs-internal-guid-a33c6c90-7fff-96a2-aa7d-078fe631180c" style="font-weight: normal;">[size= 11pt; font-family: Arial,sans-serif; color: #000000; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap]Effective communication includes:[/size]

<ul style="margin-top: 0; margin-bottom: 0; padding-inline-start: 48px;">
<li dir="ltr" style="list-style-type: disc; font-size: 11pt; font-family: Arial,sans-serif; color: #000000; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre;">
<p dir="ltr" style="line-height: 1.3800000000000001; margin-top: 12pt; margin-bottom: 0pt;"><strong id="docs-internal-guid-a33c6c90-7fff-96a2-aa7d-078fe631180c" style="font-weight: normal;">[size= 11pt; font-family: Arial,sans-serif; color: #000000; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap]Explaining findings simply[/size]

</li>
<li dir="ltr" style="list-style-type: disc; font-size: 11pt; font-family: Arial,sans-serif; color: #000000; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre;">
<p dir="ltr" style="line-height: 1.3800000000000001; margin-top: 0pt; margin-bottom: 0pt;"><strong id="docs-internal-guid-a33c6c90-7fff-96a2-aa7d-078fe631180c" style="font-weight: normal;">[size= 11pt; font-family: Arial,sans-serif; color: #000000; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap]Showing uncertainty honestly[/size]

</li>
<li dir="ltr" style="list-style-type: disc; font-size: 11pt; font-family: Arial,sans-serif; color: #000000; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre;">
<p dir="ltr" style="line-height: 1.3800000000000001; margin-top: 0pt; margin-bottom: 0pt;"><strong id="docs-internal-guid-a33c6c90-7fff-96a2-aa7d-078fe631180c" style="font-weight: normal;">[size= 11pt; font-family: Arial,sans-serif; color: #000000; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap]Using visuals carefully[/size]

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<li dir="ltr" style="list-style-type: disc; font-size: 11pt; font-family: Arial,sans-serif; color: #000000; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre;">
<p dir="ltr" style="line-height: 1.3800000000000001; margin-top: 0pt; margin-bottom: 12pt;"><strong id="docs-internal-guid-a33c6c90-7fff-96a2-aa7d-078fe631180c" style="font-weight: normal;">[size= 11pt; font-family: Arial,sans-serif; color: #000000; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap]Linking results to decisions[/size]

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<p dir="ltr" style="line-height: 1.3800000000000001; margin-top: 12pt; margin-bottom: 12pt;"><strong id="docs-internal-guid-a33c6c90-7fff-96a2-aa7d-078fe631180c" style="font-weight: normal;">[size= 11pt; font-family: Arial,sans-serif; color: #000000; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap]Organizations trust data scientists who can explain both insights and limitations.[/size]

<h2 dir="ltr" style="line-height: 1.3800000000000001; margin-top: 18pt; margin-bottom: 4pt;"><strong id="docs-internal-guid-a33c6c90-7fff-96a2-aa7d-078fe631180c" style="font-weight: normal;">[size= 17pt; font-family: Arial,sans-serif; color: #000000; background-color: transparent; font-weight: bold; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap]Business and Domain Understanding[/size]</h2>
<p dir="ltr" style="line-height: 1.3800000000000001; margin-top: 12pt; margin-bottom: 12pt;"><strong id="docs-internal-guid-a33c6c90-7fff-96a2-aa7d-078fe631180c" style="font-weight: normal;">[size= 11pt; font-family: Arial,sans-serif; color: #000000; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap]Data does not exist in isolation. Understanding the industry helps data scientists interpret results correctly.[/size]

<p dir="ltr" style="line-height: 1.3800000000000001; margin-top: 12pt; margin-bottom: 12pt;"><strong id="docs-internal-guid-a33c6c90-7fff-96a2-aa7d-078fe631180c" style="font-weight: normal;">[size= 11pt; font-family: Arial,sans-serif; color: #000000; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap]Benefits of domain knowledge:[/size]

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<p dir="ltr" style="line-height: 1.3800000000000001; margin-top: 12pt; margin-bottom: 0pt;"><strong id="docs-internal-guid-a33c6c90-7fff-96a2-aa7d-078fe631180c" style="font-weight: normal;">[size= 11pt; font-family: Arial,sans-serif; color: #000000; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap]More meaningful analysis[/size]

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<p dir="ltr" style="line-height: 1.3800000000000001; margin-top: 0pt; margin-bottom: 0pt;"><strong id="docs-internal-guid-a33c6c90-7fff-96a2-aa7d-078fe631180c" style="font-weight: normal;">[size= 11pt; font-family: Arial,sans-serif; color: #000000; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap]Better feature selection[/size]

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<p dir="ltr" style="line-height: 1.3800000000000001; margin-top: 0pt; margin-bottom: 0pt;"><strong id="docs-internal-guid-a33c6c90-7fff-96a2-aa7d-078fe631180c" style="font-weight: normal;">[size= 11pt; font-family: Arial,sans-serif; color: #000000; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap]Practical recommendations[/size]

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<p dir="ltr" style="line-height: 1.3800000000000001; margin-top: 0pt; margin-bottom: 12pt;"><strong id="docs-internal-guid-a33c6c90-7fff-96a2-aa7d-078fe631180c" style="font-weight: normal;">[size= 11pt; font-family: Arial,sans-serif; color: #000000; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap]Faster collaboration[/size]

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<p dir="ltr" style="line-height: 1.3800000000000001; margin-top: 12pt; margin-bottom: 12pt;"><strong id="docs-internal-guid-a33c6c90-7fff-96a2-aa7d-078fe631180c" style="font-weight: normal;">[size= 11pt; font-family: Arial,sans-serif; color: #000000; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap]This is why real projects matter more than only theory.[/size]

<h2 dir="ltr" style="line-height: 1.3800000000000001; margin-top: 18pt; margin-bottom: 4pt;"><strong id="docs-internal-guid-a33c6c90-7fff-96a2-aa7d-078fe631180c" style="font-weight: normal;">[size= 17pt; font-family: Arial,sans-serif; color: #000000; background-color: transparent; font-weight: bold; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap]The Right Mindset for Growth[/size]</h2>
<p dir="ltr" style="line-height: 1.3800000000000001; margin-top: 12pt; margin-bottom: 12pt;"><strong id="docs-internal-guid-a33c6c90-7fff-96a2-aa7d-078fe631180c" style="font-weight: normal;">[size= 11pt; font-family: Arial,sans-serif; color: #000000; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap]Data science changes constantly. Tools evolve, but thinking skills remain valuable.[/size]

<p dir="ltr" style="line-height: 1.3800000000000001; margin-top: 12pt; margin-bottom: 12pt;"><strong id="docs-internal-guid-a33c6c90-7fff-96a2-aa7d-078fe631180c" style="font-weight: normal;">[size= 11pt; font-family: Arial,sans-serif; color: #000000; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap]Successful data scientists:[/size]

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<p dir="ltr" style="line-height: 1.3800000000000001; margin-top: 12pt; margin-bottom: 0pt;"><strong id="docs-internal-guid-a33c6c90-7fff-96a2-aa7d-078fe631180c" style="font-weight: normal;">[size= 11pt; font-family: Arial,sans-serif; color: #000000; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap]Learn continuously[/size]

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<p dir="ltr" style="line-height: 1.3800000000000001; margin-top: 0pt; margin-bottom: 0pt;"><strong id="docs-internal-guid-a33c6c90-7fff-96a2-aa7d-078fe631180c" style="font-weight: normal;">[size= 11pt; font-family: Arial,sans-serif; color: #000000; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap]Review mistakes honestly[/size]

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<li dir="ltr" style="list-style-type: disc; font-size: 11pt; font-family: Arial,sans-serif; color: #000000; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre;">
<p dir="ltr" style="line-height: 1.3800000000000001; margin-top: 0pt; margin-bottom: 0pt;"><strong id="docs-internal-guid-a33c6c90-7fff-96a2-aa7d-078fe631180c" style="font-weight: normal;">[size= 11pt; font-family: Arial,sans-serif; color: #000000; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre-wrap]Improve processes over time[/size]

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<li dir="ltr" style="list-style-type: disc; font-size: 11pt; font-family: Arial,sans-serif; color: #000000; background-color: transparent; font-weight: 400; font-style: normal; font-variant: normal; text-decoration: none; vertical-align: baseline; white-space: pre;"&