Deep Learning Foundations

The notebooks for the deep learning foundations course lectures (SBE2250) by Dr.Meena Abdelmaseeh

Topics covered in lectures

Lecture 2: Gradient Descent
Lecture 3: Backpropagation primer
Lecture 4: Stochastic Gradient Descent
Lecture 5: Numpy and Pytorch Rough Edges - Broadcasting and Acceleration
Lec 6: Supervised Learning
Lec 7, 8: Autograd engine from scratch
Lec 9: Graph Traversal Algorithms