updated readings

Author: ronsh9

_modules/module-1.md

@@ -165,7 +165,7 @@ Nov/18
 Nov/20
 : **Lecture 21**{: .label .label-red} Attention & transformers
     : <br>
-        : <br>
+        : [[M1]](/info/books/#primary-textbooks) <br> Ch 20.5, Ch 15
 
 Nov/25
 : **Lecture 22**{: .label .label-red} Representation learning I
@@ -175,12 +175,14 @@ Nov/25
 Nov/27
 : **Holiday!**{: .label .label-gray} No lecture
     : <br>
-        : <br>
+        : [[M1]](/info/books/#primary-textbooks) <br> Ch 15
+        : [[PH]](/info/books/#primary-textbooks)
 
 Dec/2
 : **Lecture 23**{: .label .label-red} Representation learning II
     : HW7 out
-        : <br>
+        : [[M1]](/info/books/#primary-textbooks) <br> Ch 15
+        : [[PH]](/info/books/#primary-textbooks)
 
 Dec/4
 : **Lecture 24**{: .label .label-red} Some ways to do machine learning wrong

info/books.md

@@ -20,7 +20,7 @@ nav_order: 5
 - [SB]/[SSS] [Understanding Machine Learning: From Theory to Algorithms](http://www.cs.huji.ac.il/~shais/UnderstandingMachineLearning), Shalev-Shwartz and Ben-David; Cambridge University Press, 2014.
 - [JWHT] [An Introduction to Statistical Learning](https://www.statlearning.com/), James, Witten, Hastie, and Tibshirani; Springer, 2023.
 - [T] [Deep learning theory lecture notes](https://mjt.cs.illinois.edu/dlt/), Matus, Telgarsky; 2021.
-
+- [PH] [Formal Algorithms for Transformers](https://arxiv.org/abs/2207.09238), Phuong, Hutter; 2022.
 
 All freely accessible (an MIT IP may be required)