Addition of diffusion models chapter.

index.html

@@ -5,10 +5,10 @@ To be published by MIT Press.
 
 <h2> Download draft PDF </h2>
 
-<a href="https://github.com/udlbook/udlbook/releases/download/v0.3.1/UnderstandingDeepLearning_15_12_22.pdf">Draft PDF Chapters 1-16</a><br> 2022-12-15. CC-BY-NC-ND license
+<a href="https://github.com/udlbook/udlbook/releases/download/v0.5.0/UnderstandingDeepLearning_23_01_23_C.pdf">Draft PDF Chapters 1-18</a><br> 2023-01-23. CC-BY-NC-ND license
 <br>
 <ul>
-	<li> Chapters 17-20 (coming soon)
+	<li> Chapters 18-20 (coming soon)
 	<li> Report errata via <a href="https://github.com/udlbook/udlbook/issues">github</a> or contact me directly at udlbookmail@gmail.com
 	<li> Follow me on <a href="https://twitter.com/SimonPrinceAI">Twitter</a> or <a href="https://www.linkedin.com/in/simon-prince-615bb9165/">LinkedIn</a> for updates.
 </ul>
@@ -24,7 +24,7 @@ To be published by MIT Press.
 	<li>  Chapter 7 - Gradients and initialization 
 	<li>  Chapter 8 - Measuring performance 
 	<li>  Chapter 9 - Regularization 
-	<li>  Chapter 10 - Convolutional netowrks
+	<li>  Chapter 10 - Convolutional networks
 	<li>  Chapter 11 - Residual networks
 	<li>  Chapter 12 - Transformers  
 	<li>  Chapter 13 - Graph neural networks 
@@ -40,11 +40,11 @@ To be published by MIT Press.
 <br>
 Citation:
 <pre><code>
- @book{prince2022understanding,
+ @book{prince2023understanding,
  author = "Simon J.D. Prince",
  title = "Understanding Deep Learning",
  publisher = "MIT Press",
- year = 2022,
+ year = 2023,
  url = "https://udlbook.github.io/udlbook/"
 }
 </code></pre>