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<!DOCTYPE html>
<html lang="en"><head>
<script src="1_EnvSet_files/libs/clipboard/clipboard.min.js"></script>
<script src="1_EnvSet_files/libs/quarto-html/tabby.min.js"></script>
<script src="1_EnvSet_files/libs/quarto-html/popper.min.js"></script>
<script src="1_EnvSet_files/libs/quarto-html/tippy.umd.min.js"></script>
<link href="1_EnvSet_files/libs/quarto-html/tippy.css" rel="stylesheet">
<link href="1_EnvSet_files/libs/quarto-html/light-border.css" rel="stylesheet">
<link href="1_EnvSet_files/libs/quarto-html/quarto-html.min.css" rel="stylesheet" data-mode="light">
<link href="1_EnvSet_files/libs/quarto-html/quarto-syntax-highlighting.css" rel="stylesheet" id="quarto-text-highlighting-styles"><meta charset="utf-8">
<meta name="generator" content="quarto-1.5.57">
<meta name="author" content="Yi-Ju Tseng">
<title>1. Environment Setting</title>
<meta name="apple-mobile-web-app-capable" content="yes">
<meta name="apple-mobile-web-app-status-bar-style" content="black-translucent">
<meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no, minimal-ui">
<link rel="stylesheet" href="1_EnvSet_files/libs/revealjs/dist/reset.css">
<link rel="stylesheet" href="1_EnvSet_files/libs/revealjs/dist/reveal.css">
<style>
code{white-space: pre-wrap;}
span.smallcaps{font-variant: small-caps;}
div.columns{display: flex; gap: min(4vw, 1.5em);}
div.column{flex: auto; overflow-x: auto;}
div.hanging-indent{margin-left: 1.5em; text-indent: -1.5em;}
ul.task-list{list-style: none;}
ul.task-list li input[type="checkbox"] {
width: 0.8em;
margin: 0 0.8em 0.2em -1em; /* quarto-specific, see https://github.com/quarto-dev/quarto-cli/issues/4556 */
vertical-align: middle;
}
/* CSS for syntax highlighting */
pre > code.sourceCode { white-space: pre; position: relative; }
pre > code.sourceCode > span { line-height: 1.25; }
pre > code.sourceCode > span:empty { height: 1.2em; }
.sourceCode { overflow: visible; }
code.sourceCode > span { color: inherit; text-decoration: inherit; }
div.sourceCode { margin: 1em 0; }
pre.sourceCode { margin: 0; }
@media screen {
div.sourceCode { overflow: auto; }
}
@media print {
pre > code.sourceCode { white-space: pre-wrap; }
pre > code.sourceCode > span { display: inline-block; text-indent: -5em; padding-left: 5em; }
}
pre.numberSource code
{ counter-reset: source-line 0; }
pre.numberSource code > span
{ position: relative; left: -4em; counter-increment: source-line; }
pre.numberSource code > span > a:first-child::before
{ content: counter(source-line);
position: relative; left: -1em; text-align: right; vertical-align: baseline;
border: none; display: inline-block;
-webkit-touch-callout: none; -webkit-user-select: none;
-khtml-user-select: none; -moz-user-select: none;
-ms-user-select: none; user-select: none;
padding: 0 4px; width: 4em;
color: #aaaaaa;
}
pre.numberSource { margin-left: 3em; border-left: 1px solid #aaaaaa; padding-left: 4px; }
div.sourceCode
{ color: #003b4f; background-color: #f1f3f5; }
@media screen {
pre > code.sourceCode > span > a:first-child::before { text-decoration: underline; }
}
code span { color: #003b4f; } /* Normal */
code span.al { color: #ad0000; } /* Alert */
code span.an { color: #5e5e5e; } /* Annotation */
code span.at { color: #657422; } /* Attribute */
code span.bn { color: #ad0000; } /* BaseN */
code span.bu { } /* BuiltIn */
code span.cf { color: #003b4f; font-weight: bold; } /* ControlFlow */
code span.ch { color: #20794d; } /* Char */
code span.cn { color: #8f5902; } /* Constant */
code span.co { color: #5e5e5e; } /* Comment */
code span.cv { color: #5e5e5e; font-style: italic; } /* CommentVar */
code span.do { color: #5e5e5e; font-style: italic; } /* Documentation */
code span.dt { color: #ad0000; } /* DataType */
code span.dv { color: #ad0000; } /* DecVal */
code span.er { color: #ad0000; } /* Error */
code span.ex { } /* Extension */
code span.fl { color: #ad0000; } /* Float */
code span.fu { color: #4758ab; } /* Function */
code span.im { color: #00769e; } /* Import */
code span.in { color: #5e5e5e; } /* Information */
code span.kw { color: #003b4f; font-weight: bold; } /* Keyword */
code span.op { color: #5e5e5e; } /* Operator */
code span.ot { color: #003b4f; } /* Other */
code span.pp { color: #ad0000; } /* Preprocessor */
code span.sc { color: #5e5e5e; } /* SpecialChar */
code span.ss { color: #20794d; } /* SpecialString */
code span.st { color: #20794d; } /* String */
code span.va { color: #111111; } /* Variable */
code span.vs { color: #20794d; } /* VerbatimString */
code span.wa { color: #5e5e5e; font-style: italic; } /* Warning */
</style>
<link rel="stylesheet" href="1_EnvSet_files/libs/revealjs/dist/theme/quarto.css">
<link href="1_EnvSet_files/libs/revealjs/plugin/quarto-line-highlight/line-highlight.css" rel="stylesheet">
<link href="1_EnvSet_files/libs/revealjs/plugin/reveal-menu/menu.css" rel="stylesheet">
<link href="1_EnvSet_files/libs/revealjs/plugin/reveal-menu/quarto-menu.css" rel="stylesheet">
<link href="1_EnvSet_files/libs/revealjs/plugin/quarto-support/footer.css" rel="stylesheet">
<style type="text/css">
.callout {
margin-top: 1em;
margin-bottom: 1em;
border-radius: .25rem;
}
.callout.callout-style-simple {
padding: 0em 0.5em;
border-left: solid #acacac .3rem;
border-right: solid 1px silver;
border-top: solid 1px silver;
border-bottom: solid 1px silver;
display: flex;
}
.callout.callout-style-default {
border-left: solid #acacac .3rem;
border-right: solid 1px silver;
border-top: solid 1px silver;
border-bottom: solid 1px silver;
}
.callout .callout-body-container {
flex-grow: 1;
}
.callout.callout-style-simple .callout-body {
font-size: 1rem;
font-weight: 400;
}
.callout.callout-style-default .callout-body {
font-size: 0.9rem;
font-weight: 400;
}
.callout.callout-titled.callout-style-simple .callout-body {
margin-top: 0.2em;
}
.callout:not(.callout-titled) .callout-body {
display: flex;
}
.callout:not(.no-icon).callout-titled.callout-style-simple .callout-content {
padding-left: 1.6em;
}
.callout.callout-titled .callout-header {
padding-top: 0.2em;
margin-bottom: -0.2em;
}
.callout.callout-titled .callout-title p {
margin-top: 0.5em;
margin-bottom: 0.5em;
}
.callout.callout-titled.callout-style-simple .callout-content p {
margin-top: 0;
}
.callout.callout-titled.callout-style-default .callout-content p {
margin-top: 0.7em;
}
.callout.callout-style-simple div.callout-title {
border-bottom: none;
font-size: .9rem;
font-weight: 600;
opacity: 75%;
}
.callout.callout-style-default div.callout-title {
border-bottom: none;
font-weight: 600;
opacity: 85%;
font-size: 0.9rem;
padding-left: 0.5em;
padding-right: 0.5em;
}
.callout.callout-style-default div.callout-content {
padding-left: 0.5em;
padding-right: 0.5em;
}
.callout.callout-style-simple .callout-icon::before {
height: 1rem;
width: 1rem;
display: inline-block;
content: "";
background-repeat: no-repeat;
background-size: 1rem 1rem;
}
.callout.callout-style-default .callout-icon::before {
height: 0.9rem;
width: 0.9rem;
display: inline-block;
content: "";
background-repeat: no-repeat;
background-size: 0.9rem 0.9rem;
}
.callout-title {
display: flex
}
.callout-icon::before {
margin-top: 1rem;
padding-right: .5rem;
}
.callout.no-icon::before {
display: none !important;
}
.callout.callout-titled .callout-body > .callout-content > :last-child {
padding-bottom: 0.5rem;
margin-bottom: 0;
}
.callout.callout-titled .callout-icon::before {
margin-top: .5rem;
padding-right: .5rem;
}
.callout:not(.callout-titled) .callout-icon::before {
margin-top: 1rem;
padding-right: .5rem;
}
/* Callout Types */
div.callout-note {
border-left-color: #4582ec !important;
}
div.callout-note .callout-icon::before {
background-image: url('data:image/png;base64,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');
}
div.callout-note.callout-style-default .callout-title {
background-color: #dae6fb
}
div.callout-important {
border-left-color: #d9534f !important;
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<body class="quarto-light">
<div class="reveal">
<div class="slides">
<section id="title-slide" class="quarto-title-block center">
<h1 class="title">1. Environment Setting</h1>
<div class="quarto-title-authors">
<div class="quarto-title-author">
<div class="quarto-title-author-name">
Yi-Ju Tseng
</div>
</div>
</div>
</section>
<section>
<section id="basic-setup" class="title-slide slide level1 center">
<h1>Basic Setup</h1>
</section>
<section id="python-vs.-python-ide" class="slide level2">
<h2>Python vs. Python IDE</h2>
<p>Python: Core/Kernel (engine) <img data-src="https://www.teslarati.com/wp-content/uploads/2018/07/model-3-drivetrain-1.jpg" width="800" alt="plot of chunk unnamed-chunk-1"></p>
<p><a href="https://www.teslarati.com/tesla-patent-more-efficient-electric-motors/">圖片來源</a></p>
</section>
<section id="python-vs.-python-ide-1" class="slide level2">
<h2>Python vs. Python IDE</h2>
<p>Python IDE: User interface IDE (Dashboard)</p>
<p>Ex. <strong>VS Code</strong>, <strong>PyCharm</strong></p>
<img data-src="https://i.pinimg.com/originals/b9/73/15/b97315751352729f99b02c87f454012b.jpg" width="700" class="r-stretch quarto-figure-center"><p class="caption">plot of chunk unnamed-chunk-2</p><p><a href="https://www.theverge.com/2015/3/19/8260295/tesla-user-interface-redesign-concept">圖片來源</a></p>
</section>
<section id="work-in-the-cloud" class="slide level2">
<h2>Work in the Cloud</h2>
<ul>
<li>You can use <strong>Google Colab</strong> with <strong>Jupyter notebook</strong>.
<ul>
<li>If you are not familiar with Python and Python IDE, and are able to work in the cloud.</li>
</ul></li>
<li><a href="https://jupyter.org/">Jupyter notebook</a> is a really good python interface for <strong>data analysis</strong>.</li>
<li>Check the <a href="https://colab.research.google.com/?hl=zh-tw#scrollTo=GJBs_flRovLc">document</a> for more information</li>
</ul>
</section>
<section id="google-colab-interface" class="slide level2">
<h2>Google Colab Interface</h2>
<img data-src="figures/Colab_Inter.png" width="700" class="r-stretch"></section>
<section id="google-colab-step-by-step" class="slide level2">
<h2>Google Colab Step by Step</h2>
<ol type="1">
<li><p>Google “Colab”</p></li>
<li><p>Click the first link with “<a href="https://colab.research.google.com/?hl=zh-tw">Google Colab</a>” and from Google</p></li>
<li><p>Click “New Notebook” (“新增筆記本”) in the bottom left corner</p></li>
</ol>
<img data-src="figures/new_notebook.png" width="600" class="r-stretch"></section>
<section id="google-colab-markdown" class="slide level2">
<h2>Google Colab Markdown</h2>
<ol type="1">
<li><p>File name</p></li>
<li><p>Code</p></li>
<li><p>Text</p></li>
<li><p>AI!</p></li>
</ol>
<img data-src="figures/colab1.png" class="quarto-figure quarto-figure-center r-stretch" width="300"></section>
<section id="google-generative-ai" class="slide level2">
<h2>Google Generative AI</h2>
<p><img data-src="figures/AI1.png" width="400"></p>
<p><img data-src="figures/AI_ex.png" width="400"></p>
</section>
<section id="google-colab-hands-on" class="slide level2">
<h2>Google Colab Hands-on</h2>
<ul>
<li>打開Google Colab</li>
<li>新增一個筆記本</li>
<li>新增一個程式碼區塊(如果沒有的話)</li>
<li>在程式碼區塊輸入1+,按左手邊的三角形執行按鈕(Play)</li>
<li>觀察結果</li>
</ul>
</section></section>
<section>
<section id="libraries" class="title-slide slide level1 center">
<h1>Libraries</h1>
</section>
<section id="python-and-python-library-packages" class="slide level2">
<h2>Python and Python Library (Packages)</h2>
<p>Python: Core/Kernel (iPhone)</p>
<img data-src="https://store.storeimages.cdn-apple.com/4982/as-images.apple.com/is/iphone-xr-white-select-201809?wid=940&hei=1112&fmt=png-alpha&qlt=80&.v=1551226036668" width="423" class="r-stretch"></section>
<section id="python-and-python-library-packages-1" class="slide level2">
<h2>Python and Python Library (Packages)</h2>
<p>Python Library: Applications, Add-on (APP)</p>
<img data-src="https://3c.yipee.cc/wp-content/uploads/2019/06/a7ffbaa3df50d7cafe6801a8a8d7a3bf-620x320.jpg" class="r-stretch"><p><a href="https://www.apple.com/">Source</a></p>
</section></section>
<section>
<section id="python-base-other-libraries" class="title-slide slide level1 center">
<h1>Python = Base + Other Libraries</h1>
</section>
<section id="install-libraries" class="slide level2">
<h2>Install Libraries</h2>
<ul>
<li><code>!</code> <code>pip3</code> <code>install</code> “package names”</li>
</ul>
<div id="7f57aa03" class="cell" data-execution_count="1">
<div class="sourceCode cell-code" id="cb1"><pre class="sourceCode numberSource python number-lines code-with-copy"><code class="sourceCode python"><span id="cb1-1"><a href=""></a><span class="op">!</span>pip3 install pandas</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
</div>
<ul>
<li>Google Colab has multiple build-in packages, you can check in the notebook</li>
</ul>
<div id="b77b7388" class="cell" data-execution_count="2">
<div class="sourceCode cell-code" id="cb2"><pre class="sourceCode numberSource python number-lines code-with-copy"><code class="sourceCode python"><span id="cb2-1"><a href=""></a><span class="op">!</span>pip <span class="bu">list</span> <span class="op">-</span>v</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
<div class="cell-output cell-output-stdout">
<pre><code>Package Version Location Installer
---------------------------- ----------- ------------------------------------------------------------------------------- ---------
absl-py 1.4.0 /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages pip
adjustText 0.8 /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages pip
alembic 1.13.1 /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages pip
anyio 3.6.2 /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages pip
appnope 0.1.3 /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages pip
argon2-cffi 21.3.0 /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages pip
argon2-cffi-bindings 21.2.0 /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages pip
arrow 1.2.3 /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages pip
asttokens 2.2.1 /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages pip
astunparse 1.6.3 /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages pip
attrs 22.2.0 /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages pip
Authlib 1.3.0 /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages pip
autokeras 2.0.0 /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages pip
backcall 0.2.0 /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages pip
beautifulsoup4 4.11.2 /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages pip
bioinfokit 2.1.0 /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages
bleach 6.0.0 /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages pip
blinker 1.7.0 /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages pip
builtwith 1.3.4 /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages pip
cachetools 5.3.0 /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages pip
calmap 0.0.11 /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages pip
catboost 1.2.3 /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages pip
category-encoders 2.6.3 /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages pip
certifi 2023.5.7 /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages pip
cffi 1.15.1 /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages pip
charset-normalizer 3.1.0 /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages pip
click 8.1.7 /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages pip
cloudpickle 3.0.0 /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages pip
colorlog 6.8.2 /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages pip
colour 0.1.5 /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages pip
comm 0.1.2 /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages pip
contourpy 1.0.7 /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages pip
cryptography 42.0.2 /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages pip
cycler 0.11.0 /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages pip
Cython 3.0.9 /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages pip
dash 2.16.1 /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages pip
dash-core-components 2.0.0 /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages pip
dash-html-components 2.0.0 /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages pip
dash-table 5.0.0 /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages pip
dask 2024.5.0 /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages pip
dataclasses-json 0.5.14 /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages pip
DateTime 5.4 /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages pip
debugpy 1.6.6 /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages pip
decorator 5.1.1 /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages pip
defusedxml 0.7.1 /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages pip
deprecation 2.1.0 /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages pip
dm-tree 0.1.8 /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages pip
dtreeviz 2.2.2 /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages pip
einops 0.6.1 /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages pip
et-xmlfile 1.1.0 /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages pip
executing 1.2.0 /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages pip
fastjsonschema 2.16.3 /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages pip
filelock 3.12.2 /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages pip
Flask 3.0.2 /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages pip
flatbuffers 24.3.25 /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages pip
fonttools 4.39.0 /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages pip
fqdn 1.5.1 /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages pip
fsspec 2024.3.1 /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages pip
gast 0.4.0 /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages pip
gdown 5.0.1 /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages pip
google-api-core 2.15.0 /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages pip
google-api-python-client 2.115.0 /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages pip
google-auth 2.17.3 /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages pip
google-auth-httplib2 0.2.0 /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages pip
google-auth-oauthlib 1.0.0 /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages pip
google-pasta 0.2.0 /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages pip
googleapis-common-protos 1.62.0 /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages pip
googledrivedownloader 0.4 /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages pip
graphviz 0.20.3 /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages pip
greenlet 3.0.3 /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages pip
grpcio 1.54.0 /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages pip
gspread 6.0.0 /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages pip
h5py 3.10.0 /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages pip
httplib2 0.22.0 /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages pip
huggingface-hub 0.23.0 /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages pip
idna 3.4 /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages pip
imageio 2.34.1 /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages pip
imbalanced-learn 0.12.0 /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages pip
importlib_metadata 7.1.0 /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages pip
iniconfig 2.0.0 /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages pip
ipykernel 6.21.3 /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages pip
ipython 8.11.0 /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages pip
ipython-genutils 0.2.0 /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages pip
ipywidgets 8.0.4 /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages pip
isoduration 20.11.0 /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages pip
itsdangerous 2.1.2 /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages pip
jax 0.4.8 /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages pip
jedi 0.18.2 /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages pip
Jinja2 3.1.2 /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages pip
joblib 1.2.0 /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages pip
jsonpointer 2.3 /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages pip
jsonschema 4.17.3 /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages pip
jupyter 1.0.0 /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages pip
jupyter_client 8.0.3 /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages pip
jupyter-console 6.6.3 /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages pip
jupyter_core 5.2.0 /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages pip
jupyter-events 0.6.3 /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages pip
jupyter_server 2.4.0 /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages pip
jupyter_server_terminals 0.4.4 /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages pip
jupyterlab-pygments 0.2.2 /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages pip
jupyterlab-widgets 3.0.5 /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages pip
kagglehub 0.2.2 /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages pip
kaleido 0.2.1 /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages pip
keras 3.1.1 /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages pip
keras-core 0.1.7 /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages pip
keras-nlp 0.8.2 /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages pip
keras-tuner 1.4.7 /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages pip
kiwisolver 1.4.4 /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages pip
kt-legacy 1.0.5 /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages pip
lazy_loader 0.4 /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages pip
libclang 16.0.0 /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages pip
lightgbm 4.3.0 /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages pip
llvmlite 0.42.0 /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages pip
locket 1.0.0 /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages pip
Mako 1.3.2 /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages pip
Markdown 3.4.3 /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages pip
markdown-it-py 3.0.0 /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages pip
MarkupSafe 2.1.2 /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages pip
marshmallow 3.20.2 /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages pip
matplotlib 3.7.1 /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages pip
matplotlib-inline 0.1.6 /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages pip
matplotlib-venn 0.11.9 /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages pip
mdurl 0.1.2 /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages pip
missingno 0.5.2 /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages pip
mistune 2.0.5 /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages pip
ml-dtypes 0.3.2 /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages pip
mljar-supervised 1.1.6 /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages pip
mpmath 1.3.0 /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages pip
mypy-extensions 1.0.0 /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages pip
namex 0.0.7 /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages pip
nbclassic 0.5.3 /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages pip
nbclient 0.7.2 /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages pip
nbconvert 7.2.9 /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages pip
nbformat 5.7.3 /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages pip
nest-asyncio 1.5.6 /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages pip
networkx 3.1 /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages pip
notebook 6.5.3 /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages pip
notebook_shim 0.2.2 /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages pip
numba 0.59.1 /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages pip
numpy 1.24.3 /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages pip
oauth2client 4.1.3 /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages pip
oauthlib 3.2.2 /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages pip
opencv-python 4.9.0.80 /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages pip
openpyxl 3.1.2 /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages pip
opt-einsum 3.3.0 /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages pip
optree 0.11.0 /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages pip
optuna 3.6.0 /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages pip
orjson 3.10.0 /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages pip
packaging 23.0 /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages pip
pandas 2.1.4 /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages pip
pandocfilters 1.5.0 /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages pip
parso 0.8.3 /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages pip
partd 1.4.2 /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages pip
patsy 0.5.3 /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages pip
pexpect 4.8.0 /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages pip
pickleshare 0.7.5 /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages pip
Pillow 9.4.0 /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages pip
pip 24.0 /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages pip
platformdirs 3.1.0 /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages pip
plotly 5.20.0 /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages pip
plotly-resampler 0.10.0 /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages pip
pluggy 1.4.0 /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages pip
pmdarima 2.0.4 /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages pip
prometheus-client 0.16.0 /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages pip
prompt-toolkit 3.0.38 /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages pip
protobuf 4.23.0 /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages pip
psutil 5.9.4 /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages pip
ptyprocess 0.7.0 /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages pip
pure-eval 0.2.2 /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages pip
pyasn1 0.5.0 /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages pip
pyasn1-modules 0.3.0 /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages pip
pycaret 3.3.0 /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages pip
pycparser 2.21 /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages pip
pydot 1.4.2 /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages pip
PyDrive 1.3.1 /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages pip
Pygments 2.14.0 /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages pip
pyod 1.1.3 /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages pip
pyparsing 3.0.9 /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages pip
pyrsistent 0.19.3 /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages pip
PySocks 1.7.1 /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages pip
pytest 8.1.1 /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages pip
python-dateutil 2.8.2 /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages pip
python-json-logger 2.0.7 /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages pip
python-twitter-v2 0.9.0 /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages pip
pytz 2022.7.1 /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages pip
PyYAML 5.3.1 /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages pip
pyzmq 25.0.0 /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages pip
qtconsole 5.4.0 /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages pip
QtPy 2.3.0 /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages pip
regex 2023.12.25 /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages pip
requests 2.30.0 /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages pip
requests-oauthlib 1.3.1 /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages pip
retrying 1.3.4 /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages pip
rfc3339-validator 0.1.4 /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages pip
rfc3986-validator 0.1.1 /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages pip
rich 13.7.1 /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages pip
rsa 4.9 /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages pip
safetensors 0.4.3 /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages pip
schemdraw 0.15 /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages pip
scikit-base 0.7.5 /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages pip
scikit-image 0.23.2 /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages pip
scikit-learn 1.4.1.post1 /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages pip
scikit-plot 0.3.7 /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages pip
scipy 1.10.1 /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages pip
seaborn 0.12.2 /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages pip
Send2Trash 1.8.0 /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages pip
setuptools 65.5.0 /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages pip
shap 0.45.0 /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages pip
six 1.16.0 /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages pip
sktime 0.28.0 /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages pip
slicer 0.0.7 /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages pip
sniffio 1.3.0 /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages pip
soupsieve 2.4 /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages pip
SQLAlchemy 2.0.29 /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages pip
stack-data 0.6.2 /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages pip
statsmodels 0.13.5 /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages pip
StrEnum 0.4.15 /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages pip
sympy 1.12 /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages pip
tab-transformer-pytorch 0.2.6 /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages pip
tableone 0.7.12 /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages pip
tabulate 0.9.0 /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages pip
tbats 1.1.3 /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages pip
tenacity 8.2.3 /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages pip
tensorboard 2.16.2 /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages pip
tensorboard-data-server 0.7.0 /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages pip
tensorflow 2.16.1 /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages pip
tensorflow-addons 0.21.0 /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages pip
tensorflow-estimator 2.13.0 /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages pip
tensorflow-io-gcs-filesystem 0.32.0 /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages pip
termcolor 2.3.0 /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages pip
terminado 0.17.1 /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages pip
textwrap3 0.9.2 /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages pip
threadpoolctl 3.1.0 /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages pip
tifffile 2024.5.10 /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages pip
tinycss2 1.2.1 /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages pip
tokenizers 0.19.1 /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages pip
toolz 0.12.1 /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages pip
torch 2.0.1 /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages pip
torchaudio 2.0.2 /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages pip
torchvision 0.15.2 /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages pip
torchxrayvision 1.2.2 /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages pip
tornado 6.2 /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages pip
tqdm 4.66.1 /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages pip
traitlets 5.9.0 /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages pip
transformers 4.40.2 /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages pip
tsdownsample 0.1.3 /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages pip
typeguard 2.13.3 /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages pip
typing_extensions 4.5.0 /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages pip
typing-inspect 0.9.0 /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages pip
tzdata 2024.1 /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages pip
uri-template 1.2.0 /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages pip
uritemplate 4.1.1 /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages pip
urllib3 2.0.2 /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages pip
wcwidth 0.2.6 /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages pip
webcolors 1.12 /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages pip
webencodings 0.5.1 /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages pip
websocket-client 1.5.1 /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages pip
Werkzeug 3.0.1 /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages pip
wget 3.2 /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages pip
wheel 0.40.0 /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages pip
widgetsnbextension 4.0.5 /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages pip
wordcloud 1.9.3 /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages pip
wrapt 1.14.1 /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages pip
wurlitzer 3.0.3 /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages pip
xgboost 2.0.3 /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages pip
xlrd 2.0.1 /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages pip
xxhash 3.4.1 /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages pip
yellowbrick 1.5 /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages pip
zipp 3.18.1 /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages pip
zope.interface 6.1 /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages pip
[notice] A new release of pip is available: 24.0 -> 25.0.1
[notice] To update, run: pip install --upgrade pip</code></pre>
</div>
</div>
</section>
<section id="import-libraries" class="slide level2">
<h2>Import libraries</h2>
<p>We will use the following libraries in python for the first try.</p>
<ul>
<li><code>pandas</code></li>
</ul>
<div id="11d7d4a2" class="cell" data-execution_count="3">
<div class="sourceCode cell-code" id="cb4"><pre class="sourceCode numberSource python number-lines code-with-copy"><code class="sourceCode python"><span id="cb4-1"><a href=""></a><span class="im">import</span> pandas <span class="im">as</span> pd</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
</div>
</section>
<section id="install-libraries-hands-on" class="slide level2">
<h2>Install libraries hands-on</h2>
<ul>
<li>在剛剛新增的<strong>Notebook</strong>中,輸入<code>!pip3 install pandas</code></li>
</ul>
</section></section>
<section>
<section id="setup-the-environment-on-your-own-computer-for-your-reference" class="title-slide slide level1 center">
<h1>Setup the environment on your own computer (for your reference)</h1>
</section>
<section id="python-installation" class="slide level2">
<h2>Python installation</h2>
<p>You can install python in different way. For someone who are not familiar with python, feel free to follow these steps:</p>
<ul>
<li>Download python <strong>3.12</strong> @ <a href="https://www.python.org/downloads/" class="uri">https://www.python.org/downloads/</a></li>
<li>Install it by double click the installer</li>
<li>Check if the installation success by typing <code>python3</code> in <strong>CMD</strong> (Windows) or <strong>terminal</strong> (Mac or Linux)</li>
<li>If the Microsoft Shop is opened when typing <code>python3</code> in CMD, check this <a href="https://stackoverflow.com/questions/58754860/cmd-opens-windows-store-when-i-type-python">solution</a></li>
</ul>
<img data-src="figures/checkjupyter.png" class="r-stretch"></section>
<section id="libraries-installation" class="slide level2">
<h2>Libraries installation</h2>
<p>In <strong>CMD</strong> (Windows) or <strong>terminal</strong> (Mac or Linux), type</p>
<pre><code>pip3 install pandas jupyter seaborn</code></pre>
<p>to install packages</p>
<p>Of course you can use <strong>conda</strong> or other method to install packages</p>
</section>
<section id="setup-an-ide-for-data-analysis" class="slide level2">
<h2>Setup an IDE for data analysis</h2>
<ul>
<li>If you are not familiar with python IDE, I recommend you to use <strong>VS Code</strong> with <strong>Jupyter notebook</strong> for data analysis.</li>
<li><a href="https://jupyter.org/">Jupyter notebook</a> is a really good python interface for data analysis (of course including statistic).</li>
<li>You can install and using <strong>Jupyter notebook</strong> in different ways.
<ul>
<li><p>We have installed <code>jupyter</code> library in the previous slide</p>
<p><code>pip3 install jupyter</code></p></li>
</ul></li>
<li>Check the <a href="https://code.visualstudio.com/docs/datascience/jupyter-notebooks">document</a> for more instruction</li>
</ul>
</section>
<section id="download-and-install-vs-code" class="slide level2">
<h2>1. Download and install <a href="https://code.visualstudio.com/">VS Code</a></h2>
<p><a href="https://code.visualstudio.com/">VS Code</a> <img data-src="figures/vscode_down.png"></p>
</section>
<section id="check-python-and-jupyter-libraries" class="slide level2">
<h2>2. Check python and jupyter libraries</h2>
<p>Make sure you have installed <code>python</code> and <code>jupyter</code> libraries (see previous slides)</p>
<p>@ Python</p>
<img data-src="figures/checkjupyter.png" class="r-stretch"></section>
<section id="install-python-extension" class="slide level2">
<h2>3. Install Python extension</h2>
<p>In VS Code, click <strong>Extensions</strong>, search “python”, and install the extension</p>
<p><img data-src="figures/pthext.png"> <strong>Jupyter</strong> extension is also useful</p>
</section>
<section id="trust-your-workspace" class="slide level2">
<h2>4. Trust your <a href="https://code.visualstudio.com/docs/editor/workspace-trust">workspace</a></h2>
<p>Click <strong>trust</strong> and add the folder with codes in the trust <a href="https://code.visualstudio.com/docs/editor/workspace-trust">workspace</a></p>
<img data-src="figures/rest.png" class="r-stretch"></section>
<section id="create-a-jupyter-notebook" class="slide level2">
<h2>5. Create a Jupyter Notebook</h2>
<ul>
<li>by running the <code>>Create: New Jupyter Notebook</code> command from the Command Palette (⇧⌘P)</li>
<li>by creating a new <strong>.ipynb</strong> file in your workspace</li>
</ul>
<img data-src="figures/newfile.png" class="r-stretch"></section>
<section id="now-we-are-ready-to-start" class="slide level2">
<h2>6. Now we are ready to start!</h2>
<img data-src="figures/jp.png" class="r-stretch"></section></section>
<section id="questions" class="title-slide slide level1 center">
<h1>Questions?</h1>
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