update week 13

Author: mhjensen

doc/pub/week13/html/week13-bs.html

@@ -342,7 +342,7 @@ <h2 id="plans-for-the-week-april-21-25-2025" class="anchor">Plans for the week A
 <li> Variational Autoencoders (VAE), Mathematics and codes, continuation from last week</li>
 <li> Reading recommendation:
 <ol type="a"></li>
- <li> Goodfellow et al chapter 20.10-20-14</li>
+ <li> Goodfellow et al sections  20.10-20-14 on VAEs</li>
  <li> Calvin Luo <a href="https://calvinyluo.com/2022/08/26/diffusion-tutorial.html" target="_self"><tt>https://calvinyluo.com/2022/08/26/diffusion-tutorial.html</tt></a></li>
  <li> An Introduction to Variational Autoencoders, by Kingma and Welling, see <a href="https://arxiv.org/abs/1906.02691" target="_self"><tt>https://arxiv.org/abs/1906.02691</tt></a>
 <!-- o <a href="https://youtu.be/rw-NBN293o4" target="_self">Video of lecture</a> -->
@@ -362,7 +362,7 @@ <h2 id="summary-of-variational-autoencoders-vaes" class="anchor">Summary of Vari
 <p>In our summary of VAes from last time, we will also remind you about the
 mathematics of Boltzmann machines and the Kullback-Leibler divergence,
 leading to various  ways to optimize the probability
-distributions, namely what is called 
+distributions, namely what is also called 
 </p>
 <ul>
 <li> Contrastive optimization</li>

doc/pub/week13/html/week13-reveal.html

@@ -202,7 +202,7 @@ <h2 id="plans-for-the-week-april-21-25-2025">Plans for the week April 21-25, 202
 <p><li> Variational Autoencoders (VAE), Mathematics and codes, continuation from last week</li>
 <p><li> Reading recommendation:
 <ol type="a"></li>
- <p><li> Goodfellow et al chapter 20.10-20-14</li>
+ <p><li> Goodfellow et al sections  20.10-20-14 on VAEs</li>
  <p><li> Calvin Luo <a href="https://calvinyluo.com/2022/08/26/diffusion-tutorial.html" target="_blank"><tt>https://calvinyluo.com/2022/08/26/diffusion-tutorial.html</tt></a></li>
  <p><li> An Introduction to Variational Autoencoders, by Kingma and Welling, see <a href="https://arxiv.org/abs/1906.02691" target="_blank"><tt>https://arxiv.org/abs/1906.02691</tt></a>
 <!-- o <a href="https://youtu.be/rw-NBN293o4" target="_blank">Video of lecture</a> -->
@@ -223,7 +223,7 @@ <h2 id="summary-of-variational-autoencoders-vaes">Summary of Variational Autoenc
 <p>In our summary of VAes from last time, we will also remind you about the
 mathematics of Boltzmann machines and the Kullback-Leibler divergence,
 leading to various  ways to optimize the probability
-distributions, namely what is called 
+distributions, namely what is also called 
 </p>
 <ul>
 <p><li> Contrastive optimization</li>

doc/pub/week13/html/week13-solarized.html

@@ -269,7 +269,7 @@ <h2 id="plans-for-the-week-april-21-25-2025">Plans for the week April 21-25, 202
 <li> Variational Autoencoders (VAE), Mathematics and codes, continuation from last week</li>
 <li> Reading recommendation:
 <ol type="a"></li>
- <li> Goodfellow et al chapter 20.10-20-14</li>
+ <li> Goodfellow et al sections  20.10-20-14 on VAEs</li>
  <li> Calvin Luo <a href="https://calvinyluo.com/2022/08/26/diffusion-tutorial.html" target="_blank"><tt>https://calvinyluo.com/2022/08/26/diffusion-tutorial.html</tt></a></li>
  <li> An Introduction to Variational Autoencoders, by Kingma and Welling, see <a href="https://arxiv.org/abs/1906.02691" target="_blank"><tt>https://arxiv.org/abs/1906.02691</tt></a>
 <!-- o <a href="https://youtu.be/rw-NBN293o4" target="_blank">Video of lecture</a> -->
@@ -288,7 +288,7 @@ <h2 id="summary-of-variational-autoencoders-vaes">Summary of Variational Autoenc
 <p>In our summary of VAes from last time, we will also remind you about the
 mathematics of Boltzmann machines and the Kullback-Leibler divergence,
 leading to various  ways to optimize the probability
-distributions, namely what is called 
+distributions, namely what is also called 
 </p>
 <ul>
 <li> Contrastive optimization</li>

doc/pub/week13/html/week13.html

@@ -346,7 +346,7 @@ <h2 id="plans-for-the-week-april-21-25-2025">Plans for the week April 21-25, 202
 <li> Variational Autoencoders (VAE), Mathematics and codes, continuation from last week</li>
 <li> Reading recommendation:
 <ol type="a"></li>
- <li> Goodfellow et al chapter 20.10-20-14</li>
+ <li> Goodfellow et al sections  20.10-20-14 on VAEs</li>
  <li> Calvin Luo <a href="https://calvinyluo.com/2022/08/26/diffusion-tutorial.html" target="_blank"><tt>https://calvinyluo.com/2022/08/26/diffusion-tutorial.html</tt></a></li>
  <li> An Introduction to Variational Autoencoders, by Kingma and Welling, see <a href="https://arxiv.org/abs/1906.02691" target="_blank"><tt>https://arxiv.org/abs/1906.02691</tt></a>
 <!-- o <a href="https://youtu.be/rw-NBN293o4" target="_blank">Video of lecture</a> -->
@@ -365,7 +365,7 @@ <h2 id="summary-of-variational-autoencoders-vaes">Summary of Variational Autoenc
 <p>In our summary of VAes from last time, we will also remind you about the
 mathematics of Boltzmann machines and the Kullback-Leibler divergence,
 leading to various  ways to optimize the probability
-distributions, namely what is called 
+distributions, namely what is also called 
 </p>
 <ul>
 <li> Contrastive optimization</li>