Tutorials on PyTorch and Deep Learning.
Winter 2023 Course:
- PyTorch Basics
- Logistic regression: Logistic regression on synthetic data, using gradient descent with and without momentum
- Logistic regression: Breast Cancer data
- Nadaraya--Watson regression/classifier: An implementation of NW in the style of PyTorch, as a class derived from
nn.Module - Softmax regression: Softmax regression on synthetic data.