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<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>
<li class="toctree-l2"><a class="reference internal" href="../Week_05/Lesson_24.html">Day 24 - Regression Model Evaluation Metrics in Python</a></li>
<li class="toctree-l2"><a class="reference internal" href="../Week_05/Lesson_25.html">Day 25 - Addressing Overfitting and Underfitting in Regression Models</a></li>
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<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>
<li class="toctree-l2"><a class="reference internal" href="../Week_05/Lesson_24.html">Day 24 - Regression Model Evaluation Metrics in Python</a></li>
<li class="toctree-l2"><a class="reference internal" href="../Week_05/Lesson_25.html">Day 25 - Addressing Overfitting and Underfitting in Regression Models</a></li>
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<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>
<li class="toctree-l2"><a class="reference internal" href="../Week_05/Lesson_24.html">Day 24 - Regression Model Evaluation Metrics in Python</a></li>
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<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>
<li class="toctree-l2"><a class="reference internal" href="../Week_05/Lesson_24.html">Day 24 - Regression Model Evaluation Metrics in Python</a></li>
<li class="toctree-l2"><a class="reference internal" href="../Week_05/Lesson_25.html">Day 25 - Addressing Overfitting and Underfitting in Regression Models</a></li>
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<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>
<li class="toctree-l2"><a class="reference internal" href="../Week_05/Lesson_24.html">Day 24 - Regression Model Evaluation Metrics in Python</a></li>
<li class="toctree-l2"><a class="reference internal" href="../Week_05/Lesson_25.html">Day 25 - Addressing Overfitting and Underfitting in Regression Models</a></li>
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<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>
<li class="toctree-l2"><a class="reference internal" href="../Week_05/Lesson_24.html">Day 24 - Regression Model Evaluation Metrics in Python</a></li>
<li class="toctree-l2"><a class="reference internal" href="../Week_05/Lesson_25.html">Day 25 - Addressing Overfitting and Underfitting in Regression Models</a></li>
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<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>
<li class="toctree-l2"><a class="reference internal" href="../Week_05/Lesson_24.html">Day 24 - Regression Model Evaluation Metrics in Python</a></li>
<li class="toctree-l2"><a class="reference internal" href="../Week_05/Lesson_25.html">Day 25 - Addressing Overfitting and Underfitting in Regression Models</a></li>
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<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>
<li class="toctree-l2"><a class="reference internal" href="../Week_05/Lesson_24.html">Day 24 - Regression Model Evaluation Metrics in Python</a></li>
<li class="toctree-l2"><a class="reference internal" href="../Week_05/Lesson_25.html">Day 25 - Addressing Overfitting and Underfitting in Regression Models</a></li>
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<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>
<li class="toctree-l2"><a class="reference internal" href="../Week_05/Lesson_24.html">Day 24 - Regression Model Evaluation Metrics in Python</a></li>
<li class="toctree-l2"><a class="reference internal" href="../Week_05/Lesson_25.html">Day 25 - Addressing Overfitting and Underfitting in Regression Models</a></li>
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<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>
<li class="toctree-l2"><a class="reference internal" href="../Week_05/Lesson_24.html">Day 24 - Regression Model Evaluation Metrics in Python</a></li>
<li class="toctree-l2"><a class="reference internal" href="../Week_05/Lesson_25.html">Day 25 - Addressing Overfitting and Underfitting in Regression Models</a></li>
</ul>
</li>
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Expand Down Expand Up @@ -779,7 +781,7 @@ <h3>Standard Library Highlights<a class="headerlink" href="#standard-library-hig
</div>
</div>
<div class="cell_output docutils container">
<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>0.9358210265806103
<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>0.05283242091921647
</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>2024-02-01 11:23:41.161342
<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>2024-02-04 22:31:33.444130
</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. Rome
a. Rome
b. London
c. Paris
</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
a. Paris
b. Rome
c. London
</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
a. Paris
b. London
c. Paris
c. Rome
</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_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>
<li class="toctree-l2"><a class="reference internal" href="../Week_05/Lesson_24.html">Day 24 - Regression Model Evaluation Metrics in Python</a></li>
<li class="toctree-l2"><a class="reference internal" href="../Week_05/Lesson_25.html">Day 25 - Addressing Overfitting and Underfitting in Regression Models</a></li>
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<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>
<li class="toctree-l2"><a class="reference internal" href="../Week_05/Lesson_24.html">Day 24 - Regression Model Evaluation Metrics in Python</a></li>
<li class="toctree-l2"><a class="reference internal" href="../Week_05/Lesson_25.html">Day 25 - Addressing Overfitting and Underfitting in Regression Models</a></li>
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<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>
<li class="toctree-l2"><a class="reference internal" href="../Week_05/Lesson_24.html">Day 24 - Regression Model Evaluation Metrics in Python</a></li>
<li class="toctree-l2"><a class="reference internal" href="../Week_05/Lesson_25.html">Day 25 - Addressing Overfitting and Underfitting in Regression Models</a></li>
</ul>
</li>
</ul>
Expand Down Expand Up @@ -742,15 +744,15 @@ <h3>Matrix Dot Product (Element-wise Product):<a class="headerlink" href="#matri
[[ 38 50]
[ 83 113]]

[[107 150 25 149]
[ 57 53 11 56]
[138 110 55 135]
[ 81 50 0 91]]
[[ 84 83 179 112]
[ 50 76 117 96]
[ 53 69 96 58]
[ 46 34 84 46]]

[[108 107 41 89]
[ 83 112 31 99]
[118 103 76 92]
[ 35 52 7 10]]
[[100 119 72 67]
[ 62 88 59 75]
[100 77 42 49]
[ 81 94 64 72]]
</pre></div>
</div>
</div>
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<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>
<li class="toctree-l2"><a class="reference internal" href="../Week_05/Lesson_24.html">Day 24 - Regression Model Evaluation Metrics in Python</a></li>
<li class="toctree-l2"><a class="reference internal" href="../Week_05/Lesson_25.html">Day 25 - Addressing Overfitting and Underfitting in Regression Models</a></li>
</ul>
</li>
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<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>
<li class="toctree-l2"><a class="reference internal" href="../Week_05/Lesson_24.html">Day 24 - Regression Model Evaluation Metrics in Python</a></li>
<li class="toctree-l2"><a class="reference internal" href="../Week_05/Lesson_25.html">Day 25 - Addressing Overfitting and Underfitting in Regression Models</a></li>
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<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>
<li class="toctree-l2"><a class="reference internal" href="../Week_05/Lesson_24.html">Day 24 - Regression Model Evaluation Metrics in Python</a></li>
<li class="toctree-l2"><a class="reference internal" href="../Week_05/Lesson_25.html">Day 25 - Addressing Overfitting and Underfitting in Regression Models</a></li>
</ul>
</li>
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Expand Down Expand Up @@ -651,7 +653,7 @@ <h4>Step 3: Understanding Distributions<a class="headerlink" href="#step-3-under
</div>
</div>
<div class="cell_output docutils container">
<img alt="../_images/39df2d21eff0dfd4dd9edc53ee564d1370658038f0eed8e082158f82b940cbc6.png" src="../_images/39df2d21eff0dfd4dd9edc53ee564d1370658038f0eed8e082158f82b940cbc6.png" />
<img alt="../_images/92691eeb24bdfd70262fe518c8884a40749d0ba1e7e9318e67222cb9fabde7ba.png" src="../_images/92691eeb24bdfd70262fe518c8884a40749d0ba1e7e9318e67222cb9fabde7ba.png" />
</div>
</div>
<p><strong>Binomial Distribution Example</strong></p>
Expand All @@ -671,7 +673,7 @@ <h4>Step 3: Understanding Distributions<a class="headerlink" href="#step-3-under
</div>
</div>
<div class="cell_output docutils container">
<img alt="../_images/79f6cf0e07194ca4585989c103e4392c5ab7f37984a1a132e6301658d2211195.png" src="../_images/79f6cf0e07194ca4585989c103e4392c5ab7f37984a1a132e6301658d2211195.png" />
<img alt="../_images/8f133e7b92620b94960a8dcfd1b9d589941bb116d2bd44f238124ab428001994.png" src="../_images/8f133e7b92620b94960a8dcfd1b9d589941bb116d2bd44f238124ab428001994.png" />
</div>
</div>
<p><strong>Poisson Distribution Example</strong></p>
Expand All @@ -691,7 +693,7 @@ <h4>Step 3: Understanding Distributions<a class="headerlink" href="#step-3-under
</div>
</div>
<div class="cell_output docutils container">
<img alt="../_images/649a7c39613ebb2286b44424d4d44c740bd0834ff1452f817002fe582e9124e3.png" src="../_images/649a7c39613ebb2286b44424d4d44c740bd0834ff1452f817002fe582e9124e3.png" />
<img alt="../_images/0075dd5b23f15ea9541dc24fb98303192aef25a2236da3b5141b9395fce2042b.png" src="../_images/0075dd5b23f15ea9541dc24fb98303192aef25a2236da3b5141b9395fce2042b.png" />
</div>
</div>
</section>
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<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>
<li class="toctree-l2"><a class="reference internal" href="../Week_05/Lesson_24.html">Day 24 - Regression Model Evaluation Metrics in Python</a></li>
<li class="toctree-l2"><a class="reference internal" href="../Week_05/Lesson_25.html">Day 25 - Addressing Overfitting and Underfitting in Regression Models</a></li>
</ul>
</li>
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<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>
<li class="toctree-l2"><a class="reference internal" href="../Week_05/Lesson_24.html">Day 24 - Regression Model Evaluation Metrics in Python</a></li>
<li class="toctree-l2"><a class="reference internal" href="../Week_05/Lesson_25.html">Day 25 - Addressing Overfitting and Underfitting in Regression Models</a></li>
</ul>
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<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>
<li class="toctree-l2"><a class="reference internal" href="../Week_05/Lesson_24.html">Day 24 - Regression Model Evaluation Metrics in Python</a></li>
<li class="toctree-l2"><a class="reference internal" href="../Week_05/Lesson_25.html">Day 25 - Addressing Overfitting and Underfitting in Regression Models</a></li>
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<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>
<li class="toctree-l2"><a class="reference internal" href="../Week_05/Lesson_24.html">Day 24 - Regression Model Evaluation Metrics in Python</a></li>
<li class="toctree-l2"><a class="reference internal" href="../Week_05/Lesson_25.html">Day 25 - Addressing Overfitting and Underfitting in Regression Models</a></li>
</ul>
</li>
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