AI4Dev Open Course

Lectures

1. Machine Learning: Introduction
2. Linear Models, Optimization and SVMs (Notebook0)
3. Other Machine Learning Models (Gaussian Classifier, NMC, kNN, RF) (Notebook1) (Notebook2)
4. Neural Networks (Notebook3)
5. Adversarial Machine Learning (Notebook4)

Laboratories

1. Introduction to Numpy, Sklearn (Notebook1, Notebook2, Notebook3)
2. Introduction to PyTorch (Notebook4, Notebook 5, Notebook6)
3. Extra notebook on transfer learning Notebook 7