Build the AdamW optimizer from scratch in Python. Learn how it improves training stability and generalization in deep ...

Learn how gradient descent really works by building it step by step in Python. No libraries, no shortcuts—just pure math and ...

The course material is organised into two interactive Notebooks, where the participants can actively follow the instructors' examples, as well as explore the provided source code. In this repository, ...

I firmly believe that in order to understand something completely, you have to build it on your own from scratch. I used to do gradient calculation analytically, and thought that autograd was some ...