correcting typos
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@@ -429,7 +429,7 @@ MathJax.Hub.Config({
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</center>
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<br>
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<center>
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<h4>Nov 21, 2022</h4>
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<h4>Nov 22, 2022</h4>
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</center> <!-- date -->
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<br>
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@@ -417,17 +417,29 @@ MathJax.Hub.Config({
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<li> <b>Thursday</b>: Dimensionality reduction and unsupervised learning: Principal Component analysis (PCA) and clustering</li>
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<li> <b>Friday</b>: PCA and clustering and Summary of Course</li>
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</ul>
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<b>Excellent video</b>:
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<div class="panel panel-default">
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<div class="panel-body">
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<!-- subsequent paragraphs come in larger fonts, so start with a paragraph -->
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<ol>
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<li> We recommend highly the video on PCA by <a href="http://www.databookuw.com/page-2/page-4/" target="_self">Brunton and Kutz</a>, see in particular the video of section 1.5. Repeating about the singular value discussion is also very useful as we will use this material as background.</li>
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<li> <a href="https://www.youtube.com/watch?v=FgakZw6K1QQ" target="_self">And another good video on PCA</a></li>
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<li> <a href="https://www.youtube.com/watch?v=4b5d3muPQmA" target="_self">k-means clustering video</a></li>
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</ol>
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<p>_Reading recommendations:</p>
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</div>
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</div>
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<div class="panel panel-default">
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<div class="panel-body">
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<!-- subsequent paragraphs come in larger fonts, so start with a paragraph -->
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<ol>
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<li> Geron's chapter 9 on PCA</li>
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<li> Hastie et al Chapter 13 (sections 13.1-13.2 are the most relevant ones)</li>
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</ol>
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</div>
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</div>
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<p>
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<!-- navigation buttons at the bottom of the page -->
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<ul class="pagination">
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@@ -429,7 +429,7 @@ MathJax.Hub.Config({
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</center>
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<br>
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<center>
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<h4>Nov 21, 2022</h4>
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<h4>Nov 22, 2022</h4>
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</center> <!-- date -->
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<br>
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@@ -184,7 +184,7 @@ MathJax.Hub.Config({
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</center>
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<br>
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<center>
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<h4>Nov 21, 2022</h4>
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<h4>Nov 22, 2022</h4>
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</center> <!-- date -->
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<br>
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@@ -202,18 +202,25 @@ MathJax.Hub.Config({
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<p><li> <b>Friday</b>: PCA and clustering and Summary of Course</li>
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</ul>
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<p>
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<b>Excellent video</b>:
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<div class="alert alert-block alert-block alert-text-normal">
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<b></b>
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<p>
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<ol>
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<p><li> We recommend highly the video on PCA by <a href="http://www.databookuw.com/page-2/page-4/" target="_blank">Brunton and Kutz</a>, see in particular the video of section 1.5. Repeating about the singular value discussion is also very useful as we will use this material as background.</li>
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<p><li> <a href="https://www.youtube.com/watch?v=FgakZw6K1QQ" target="_blank">And another good video on PCA</a></li>
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<p><li> <a href="https://www.youtube.com/watch?v=4b5d3muPQmA" target="_blank">k-means clustering video</a></li>
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</ol>
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</div>
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<div class="alert alert-block alert-block alert-text-normal">
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<b>Reading recommendations:</b>
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<p>
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<p>_Reading recommendations:</p>
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<ol>
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<p><li> Geron's chapter 9 on PCA</li>
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<p><li> Hastie et al Chapter 13 (sections 13.1-13.2 are the most relevant ones)</li>
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</ol>
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</div>
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</section>
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<section>
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@@ -333,7 +333,7 @@ MathJax.Hub.Config({
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</center>
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<br>
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<center>
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<h4>Nov 21, 2022</h4>
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<h4>Nov 22, 2022</h4>
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</center> <!-- date -->
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<br>
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@@ -344,17 +344,27 @@ MathJax.Hub.Config({
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<li> <b>Thursday</b>: Dimensionality reduction and unsupervised learning: Principal Component analysis (PCA) and clustering</li>
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<li> <b>Friday</b>: PCA and clustering and Summary of Course</li>
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</ul>
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<b>Excellent video</b>:
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<div class="alert alert-block alert-block alert-text-normal">
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<b></b>
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<p>
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<ol>
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<li> We recommend highly the video on PCA by <a href="http://www.databookuw.com/page-2/page-4/" target="_blank">Brunton and Kutz</a>, see in particular the video of section 1.5. Repeating about the singular value discussion is also very useful as we will use this material as background.</li>
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<li> <a href="https://www.youtube.com/watch?v=FgakZw6K1QQ" target="_blank">And another good video on PCA</a></li>
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<li> <a href="https://www.youtube.com/watch?v=4b5d3muPQmA" target="_blank">k-means clustering video</a></li>
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</ol>
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<p>_Reading recommendations:</p>
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</div>
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<div class="alert alert-block alert-block alert-text-normal">
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<b>Reading recommendations:</b>
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<p>
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<ol>
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<li> Geron's chapter 9 on PCA</li>
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<li> Hastie et al Chapter 13 (sections 13.1-13.2 are the most relevant ones)</li>
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</ol>
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</div>
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<!-- !split --><br><br><br><br><br><br><br><br><br><br>
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<h2 id="basic-ideas-of-the-principal-component-analysis-pca">Basic ideas of the Principal Component Analysis (PCA) </h2>
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@@ -410,7 +410,7 @@ MathJax.Hub.Config({
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</center>
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<br>
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<center>
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<h4>Nov 21, 2022</h4>
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<h4>Nov 22, 2022</h4>
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</center> <!-- date -->
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<br>
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@@ -421,17 +421,27 @@ MathJax.Hub.Config({
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<li> <b>Thursday</b>: Dimensionality reduction and unsupervised learning: Principal Component analysis (PCA) and clustering</li>
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<li> <b>Friday</b>: PCA and clustering and Summary of Course</li>
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</ul>
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<b>Excellent video</b>:
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<div class="alert alert-block alert-block alert-text-normal">
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<b></b>
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<p>
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<ol>
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<li> We recommend highly the video on PCA by <a href="http://www.databookuw.com/page-2/page-4/" target="_blank">Brunton and Kutz</a>, see in particular the video of section 1.5. Repeating about the singular value discussion is also very useful as we will use this material as background.</li>
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<li> <a href="https://www.youtube.com/watch?v=FgakZw6K1QQ" target="_blank">And another good video on PCA</a></li>
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<li> <a href="https://www.youtube.com/watch?v=4b5d3muPQmA" target="_blank">k-means clustering video</a></li>
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</ol>
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<p>_Reading recommendations:</p>
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</div>
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<div class="alert alert-block alert-block alert-text-normal">
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<b>Reading recommendations:</b>
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<p>
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<ol>
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<li> Geron's chapter 9 on PCA</li>
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<li> Hastie et al Chapter 13 (sections 13.1-13.2 are the most relevant ones)</li>
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</ol>
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</div>
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<!-- !split --><br><br><br><br><br><br><br><br><br><br>
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<h2 id="basic-ideas-of-the-principal-component-analysis-pca">Basic ideas of the Principal Component Analysis (PCA) </h2>
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-210
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Load Diff
@@ -8,15 +8,16 @@ DATE: today
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* _Thursday_: Dimensionality reduction and unsupervised learning: Principal Component analysis (PCA) and clustering
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* _Friday_: PCA and clustering and Summary of Course
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_Excellent video_:
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!bblock
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o We recommend highly the video on PCA by "Brunton and Kutz":"http://www.databookuw.com/page-2/page-4/", see in particular the video of section 1.5. Repeating about the singular value discussion is also very useful as we will use this material as background.
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o "And another good video on PCA":"https://www.youtube.com/watch?v=FgakZw6K1QQ"
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o "k-means clustering video":"https://www.youtube.com/watch?v=4b5d3muPQmA"
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!eblock
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_Reading recommendations:
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!bblock Reading recommendations:
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o Geron's chapter 9 on PCA
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o Hastie et al Chapter 13 (sections 13.1-13.2 are the most relevant ones)
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!eblock
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!split
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