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jmccardle committed Jan 31, 2024
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1 change: 1 addition & 0 deletions Week_00/00_Overview.html
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<li class="toctree-l2"><a class="reference internal" href="../Week_05/Lesson_21.html">Day 21 - Introduction to Regression Analysis in Python</a></li>
<li class="toctree-l2"><a class="reference internal" href="../Week_05/Lesson_22.html">Day 22: Implementing Multiple Linear Regression in Python</a></li>

<li class="toctree-l2"><a class="reference internal" href="../Week_05/Lesson_23.html">Day 23 - Advanced Regression Techniques - Polynomial, Lasso, and Ridge Regression</a></li>
</ul>
</li>
</ul>
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<li class="toctree-l2"><a class="reference internal" href="../Week_05/Lesson_21.html">Day 21 - Introduction to Regression Analysis in Python</a></li>
<li class="toctree-l2"><a class="reference internal" href="../Week_05/Lesson_22.html">Day 22: Implementing Multiple Linear Regression in Python</a></li>

<li class="toctree-l2"><a class="reference internal" href="../Week_05/Lesson_23.html">Day 23 - Advanced Regression Techniques - Polynomial, Lasso, and Ridge Regression</a></li>
</ul>
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</ul>
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<li class="toctree-l2"><a class="reference internal" href="../Week_05/Lesson_21.html">Day 21 - Introduction to Regression Analysis in Python</a></li>
<li class="toctree-l2"><a class="reference internal" href="../Week_05/Lesson_22.html">Day 22: Implementing Multiple Linear Regression in Python</a></li>

<li class="toctree-l2"><a class="reference internal" href="../Week_05/Lesson_23.html">Day 23 - Advanced Regression Techniques - Polynomial, Lasso, and Ridge Regression</a></li>
</ul>
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</ul>
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<li class="toctree-l2"><a class="reference internal" href="../Week_05/Lesson_21.html">Day 21 - Introduction to Regression Analysis in Python</a></li>
<li class="toctree-l2"><a class="reference internal" href="../Week_05/Lesson_22.html">Day 22: Implementing Multiple Linear Regression in Python</a></li>

<li class="toctree-l2"><a class="reference internal" href="../Week_05/Lesson_23.html">Day 23 - Advanced Regression Techniques - Polynomial, Lasso, and Ridge Regression</a></li>
</ul>
</li>
</ul>
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<li class="toctree-l2"><a class="reference internal" href="../Week_05/Lesson_21.html">Day 21 - Introduction to Regression Analysis in Python</a></li>
<li class="toctree-l2"><a class="reference internal" href="../Week_05/Lesson_22.html">Day 22: Implementing Multiple Linear Regression in Python</a></li>

<li class="toctree-l2"><a class="reference internal" href="../Week_05/Lesson_23.html">Day 23 - Advanced Regression Techniques - Polynomial, Lasso, and Ridge Regression</a></li>
</ul>
</li>
</ul>
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<li class="toctree-l2"><a class="reference internal" href="../Week_05/Lesson_21.html">Day 21 - Introduction to Regression Analysis in Python</a></li>
<li class="toctree-l2"><a class="reference internal" href="../Week_05/Lesson_22.html">Day 22: Implementing Multiple Linear Regression in Python</a></li>

<li class="toctree-l2"><a class="reference internal" href="../Week_05/Lesson_23.html">Day 23 - Advanced Regression Techniques - Polynomial, Lasso, and Ridge Regression</a></li>
</ul>
</li>
</ul>
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<li class="toctree-l2"><a class="reference internal" href="../Week_05/Lesson_21.html">Day 21 - Introduction to Regression Analysis in Python</a></li>
<li class="toctree-l2"><a class="reference internal" href="../Week_05/Lesson_22.html">Day 22: Implementing Multiple Linear Regression in Python</a></li>

<li class="toctree-l2"><a class="reference internal" href="../Week_05/Lesson_23.html">Day 23 - Advanced Regression Techniques - Polynomial, Lasso, and Ridge Regression</a></li>
</ul>
</li>
</ul>
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<li class="toctree-l2"><a class="reference internal" href="../Week_05/Lesson_21.html">Day 21 - Introduction to Regression Analysis in Python</a></li>
<li class="toctree-l2"><a class="reference internal" href="../Week_05/Lesson_22.html">Day 22: Implementing Multiple Linear Regression in Python</a></li>

<li class="toctree-l2"><a class="reference internal" href="../Week_05/Lesson_23.html">Day 23 - Advanced Regression Techniques - Polynomial, Lasso, and Ridge Regression</a></li>
</ul>
</li>
</ul>
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<li class="toctree-l2"><a class="reference internal" href="../Week_05/Lesson_21.html">Day 21 - Introduction to Regression Analysis in Python</a></li>
<li class="toctree-l2"><a class="reference internal" href="../Week_05/Lesson_22.html">Day 22: Implementing Multiple Linear Regression in Python</a></li>

<li class="toctree-l2"><a class="reference internal" href="../Week_05/Lesson_23.html">Day 23 - Advanced Regression Techniques - Polynomial, Lasso, and Ridge Regression</a></li>
</ul>
</li>
</ul>
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<li class="toctree-l2"><a class="reference internal" href="../Week_05/Lesson_21.html">Day 21 - Introduction to Regression Analysis in Python</a></li>
<li class="toctree-l2"><a class="reference internal" href="../Week_05/Lesson_22.html">Day 22: Implementing Multiple Linear Regression in Python</a></li>

<li class="toctree-l2"><a class="reference internal" href="../Week_05/Lesson_23.html">Day 23 - Advanced Regression Techniques - Polynomial, Lasso, and Ridge Regression</a></li>
</ul>
</li>
</ul>
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</div>
</div>
<div class="cell_output docutils container">
<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>0.6508227309087278
<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>0.11290791626756647
</pre></div>
</div>
</div>
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</div>
</div>
<div class="cell_output docutils container">
<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>2024-01-30 09:22:01.276254
<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>2024-01-31 08:52:49.083772
</pre></div>
</div>
</div>
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</div>
<div class="cell_output docutils container">
<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>What is the capital of France?
a. London
b. Paris
a. Paris
b. London
c. Rome
</pre></div>
</div>
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</div>
<div class="cell_output docutils container">
<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>What is the capital of France?
a. Rome
b. Paris
c. London
a. London
b. Rome
c. Paris
</pre></div>
</div>
<div class="output traceback highlight-ipythontb notranslate"><div class="highlight"><pre><span></span><span class="gt">---------------------------------------------------------------------------</span>
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</div>
<div class="cell_output docutils container">
<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>What is the capital of France?
a. Paris
b. London
c. Rome
a. London
b. Rome
c. Paris
</pre></div>
</div>
<div class="output traceback highlight-ipythontb notranslate"><div class="highlight"><pre><span></span><span class="gt">---------------------------------------------------------------------------</span>
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<div class="cell_output docutils container">
<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>What is the capital of France?
a. Rome
b. Paris
c. London
b. London
c. Paris
</pre></div>
</div>
<div class="output traceback highlight-ipythontb notranslate"><div class="highlight"><pre><span></span><span class="gt">---------------------------------------------------------------------------</span>
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<li class="toctree-l2"><a class="reference internal" href="../Week_05/Lesson_21.html">Day 21 - Introduction to Regression Analysis in Python</a></li>
<li class="toctree-l2"><a class="reference internal" href="../Week_05/Lesson_22.html">Day 22: Implementing Multiple Linear Regression in Python</a></li>

<li class="toctree-l2"><a class="reference internal" href="../Week_05/Lesson_23.html">Day 23 - Advanced Regression Techniques - Polynomial, Lasso, and Ridge Regression</a></li>
</ul>
</li>
</ul>
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<li class="toctree-l2"><a class="reference internal" href="../Week_05/Lesson_21.html">Day 21 - Introduction to Regression Analysis in Python</a></li>
<li class="toctree-l2"><a class="reference internal" href="../Week_05/Lesson_22.html">Day 22: Implementing Multiple Linear Regression in Python</a></li>

<li class="toctree-l2"><a class="reference internal" href="../Week_05/Lesson_23.html">Day 23 - Advanced Regression Techniques - Polynomial, Lasso, and Ridge Regression</a></li>
</ul>
</li>
</ul>
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<li class="toctree-l2"><a class="reference internal" href="../Week_05/Lesson_21.html">Day 21 - Introduction to Regression Analysis in Python</a></li>
<li class="toctree-l2"><a class="reference internal" href="../Week_05/Lesson_22.html">Day 22: Implementing Multiple Linear Regression in Python</a></li>

<li class="toctree-l2"><a class="reference internal" href="../Week_05/Lesson_23.html">Day 23 - Advanced Regression Techniques - Polynomial, Lasso, and Ridge Regression</a></li>
</ul>
</li>
</ul>
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[[ 38 50]
[ 83 113]]

[[ 18 33 121 59]
[ 60 31 68 89]
[ 36 43 132 78]
[ 38 45 103 57]]
[[ 27 47 40 45]
[ 75 153 114 109]
[ 27 100 89 60]
[ 24 38 14 22]]

[[ 77 89 48 52]
[109 72 36 58]
[ 65 65 36 33]
[ 87 95 52 53]]
[[ 80 0 84 46]
[ 32 0 18 20]
[106 16 118 112]
[ 74 14 98 93]]
</pre></div>
</div>
</div>
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<li class="toctree-l2"><a class="reference internal" href="../Week_05/Lesson_21.html">Day 21 - Introduction to Regression Analysis in Python</a></li>
<li class="toctree-l2"><a class="reference internal" href="../Week_05/Lesson_22.html">Day 22: Implementing Multiple Linear Regression in Python</a></li>

<li class="toctree-l2"><a class="reference internal" href="../Week_05/Lesson_23.html">Day 23 - Advanced Regression Techniques - Polynomial, Lasso, and Ridge Regression</a></li>
</ul>
</li>
</ul>
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<li class="toctree-l2"><a class="reference internal" href="../Week_05/Lesson_21.html">Day 21 - Introduction to Regression Analysis in Python</a></li>
<li class="toctree-l2"><a class="reference internal" href="../Week_05/Lesson_22.html">Day 22: Implementing Multiple Linear Regression in Python</a></li>

<li class="toctree-l2"><a class="reference internal" href="../Week_05/Lesson_23.html">Day 23 - Advanced Regression Techniques - Polynomial, Lasso, and Ridge Regression</a></li>
</ul>
</li>
</ul>
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<li class="toctree-l2"><a class="reference internal" href="../Week_05/Lesson_21.html">Day 21 - Introduction to Regression Analysis in Python</a></li>
<li class="toctree-l2"><a class="reference internal" href="../Week_05/Lesson_22.html">Day 22: Implementing Multiple Linear Regression in Python</a></li>

<li class="toctree-l2"><a class="reference internal" href="../Week_05/Lesson_23.html">Day 23 - Advanced Regression Techniques - Polynomial, Lasso, and Ridge Regression</a></li>
</ul>
</li>
</ul>
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</div>
</div>
<div class="cell_output docutils container">
<div class="output stderr highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>/tmp/ipykernel_237581/584559657.py:3: DeprecationWarning:
<div class="output stderr highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>/tmp/ipykernel_288453/584559657.py:3: DeprecationWarning:
Pyarrow will become a required dependency of pandas in the next major release of pandas (pandas 3.0),
(to allow more performant data types, such as the Arrow string type, and better interoperability with other libraries)
but was not found to be installed on your system.
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</div>
</div>
<div class="cell_output docutils container">
<img alt="../_images/9239cf149dff59ff38d351ff926223010fb8551c6f5fa5166e60f27a8a9386e7.png" src="../_images/9239cf149dff59ff38d351ff926223010fb8551c6f5fa5166e60f27a8a9386e7.png" />
<img alt="../_images/a298648d33b481f372b4498a7f50d6080ac2ff6cb7286d57d3c8a7e488319dab.png" src="../_images/a298648d33b481f372b4498a7f50d6080ac2ff6cb7286d57d3c8a7e488319dab.png" />
</div>
</div>
<p><strong>Binomial Distribution Example</strong></p>
Expand All @@ -682,7 +683,7 @@ <h4>Step 3: Understanding Distributions<a class="headerlink" href="#step-3-under
</div>
</div>
<div class="cell_output docutils container">
<img alt="../_images/95c79f53523d1b9783ae4165a7fd293f44bf5c1ec13b96e0683169676e70c07c.png" src="../_images/95c79f53523d1b9783ae4165a7fd293f44bf5c1ec13b96e0683169676e70c07c.png" />
<img alt="../_images/596a853ea8f36fbbdd24acadc5c2d5007c23779e63fc1516ee16885d91138718.png" src="../_images/596a853ea8f36fbbdd24acadc5c2d5007c23779e63fc1516ee16885d91138718.png" />
</div>
</div>
<p><strong>Poisson Distribution Example</strong></p>
Expand All @@ -702,7 +703,7 @@ <h4>Step 3: Understanding Distributions<a class="headerlink" href="#step-3-under
</div>
</div>
<div class="cell_output docutils container">
<img alt="../_images/f471f48523b4b750801da5035d60e32b3d9fa7f967a86460fac3a817493a2910.png" src="../_images/f471f48523b4b750801da5035d60e32b3d9fa7f967a86460fac3a817493a2910.png" />
<img alt="../_images/8c3a0d5ed06805763b5404ef2a3b932553e09a5d3a21332e387e2d8401ad344f.png" src="../_images/8c3a0d5ed06805763b5404ef2a3b932553e09a5d3a21332e387e2d8401ad344f.png" />
</div>
</div>
</section>
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<li class="toctree-l2"><a class="reference internal" href="../Week_05/Lesson_21.html">Day 21 - Introduction to Regression Analysis in Python</a></li>
<li class="toctree-l2"><a class="reference internal" href="../Week_05/Lesson_22.html">Day 22: Implementing Multiple Linear Regression in Python</a></li>

<li class="toctree-l2"><a class="reference internal" href="../Week_05/Lesson_23.html">Day 23 - Advanced Regression Techniques - Polynomial, Lasso, and Ridge Regression</a></li>
</ul>
</li>
</ul>
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<li class="toctree-l2"><a class="reference internal" href="../Week_05/Lesson_21.html">Day 21 - Introduction to Regression Analysis in Python</a></li>
<li class="toctree-l2"><a class="reference internal" href="../Week_05/Lesson_22.html">Day 22: Implementing Multiple Linear Regression in Python</a></li>

<li class="toctree-l2"><a class="reference internal" href="../Week_05/Lesson_23.html">Day 23 - Advanced Regression Techniques - Polynomial, Lasso, and Ridge Regression</a></li>
</ul>
</li>
</ul>
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</div>
</div>
<div class="cell_output docutils container">
<div class="output stderr highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>/tmp/ipykernel_237615/2223182689.py:3: DeprecationWarning:
<div class="output stderr highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>/tmp/ipykernel_288486/2223182689.py:3: DeprecationWarning:
Pyarrow will become a required dependency of pandas in the next major release of pandas (pandas 3.0),
(to allow more performant data types, such as the Arrow string type, and better interoperability with other libraries)
but was not found to be installed on your system.
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<li class="toctree-l2"><a class="reference internal" href="../Week_05/Lesson_21.html">Day 21 - Introduction to Regression Analysis in Python</a></li>
<li class="toctree-l2"><a class="reference internal" href="../Week_05/Lesson_22.html">Day 22: Implementing Multiple Linear Regression in Python</a></li>

<li class="toctree-l2"><a class="reference internal" href="../Week_05/Lesson_23.html">Day 23 - Advanced Regression Techniques - Polynomial, Lasso, and Ridge Regression</a></li>
</ul>
</li>
</ul>
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<li class="toctree-l2"><a class="reference internal" href="../Week_05/Lesson_21.html">Day 21 - Introduction to Regression Analysis in Python</a></li>
<li class="toctree-l2"><a class="reference internal" href="../Week_05/Lesson_22.html">Day 22: Implementing Multiple Linear Regression in Python</a></li>

<li class="toctree-l2"><a class="reference internal" href="../Week_05/Lesson_23.html">Day 23 - Advanced Regression Techniques - Polynomial, Lasso, and Ridge Regression</a></li>
</ul>
</li>
</ul>
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</div>
</div>
<div class="cell_output docutils container">
<div class="output stderr highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>/tmp/ipykernel_237648/2223182689.py:3: DeprecationWarning:
<div class="output stderr highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>/tmp/ipykernel_288519/2223182689.py:3: DeprecationWarning:
Pyarrow will become a required dependency of pandas in the next major release of pandas (pandas 3.0),
(to allow more performant data types, such as the Arrow string type, and better interoperability with other libraries)
but was not found to be installed on your system.
Expand Down
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