Tomorow we will discuss how backpropagation is done locally at a gate.  This enables a lot of the DNN training methods.   https://drive.google.com/file/d/1Y598WVObk5MYFKLxL0YXPK6qGtt1oju_/view?usp=share_link

 We will start discussing DNN and transformers.  See link.   Recommended book on the topic link.

 How can ERM be fooled - How can ERM be fooled? - YouTube

 Decision making - Decision making - YouTube

ML testing - random variable empirical distribution 

https://eitanfarchiml.blogspot.com/ 

 Interesting article on the use or lack of use of the scientific method by data science -  https://opendatascience.com/the-crisis-of-bad-data-science-and-what-we-can-do-to-avert-it/

 We will continue our discussion of optimization see - https://www.overleaf.com/read/zppqchcctnwf appendix A.1

Also added two exercises to the appendix.