Sumários

5 Junho 2026, 14:15 • Manuel Lameiras de Figueiredo Campagnolo

Foundation models and transfer learning (June 5, 2026): types of ML problems and approaches, pre-trained models, fine-tuning

https://github.com/isa-ulisboa/greends-pml/blob/main/README.md

29 Maio 2026, 14:15 • Manuel Lameiras de Figueiredo Campagnolo

Model deployment (May 29, 2026): saving and loading ML model, Gradio, Hugging Face places

https://github.com/isa-ulisboa/greends-pml/blob/main/README.md

22 Maio 2026, 14:15 • Manuel Lameiras de Figueiredo Campagnolo

Deep convolutional neural networks (May 22, 2026): convolution, model architecture, encoder and decoder

https://github.com/isa-ulisboa/greends-pml/blob/main/README.md

15 Maio 2026, 14:15 • Manuel Lameiras de Figueiredo Campagnolo

Neural networks (May 15, 2026): backpropagation, gradient descent, forward pass, backward pass, optimizer, ...

https://github.com/isa-ulisboa/greends-pml/blob/main/README.md

8 Maio 2026, 14:15 • Manuel Lameiras de Figueiredo Campagnolo

Introduction to deep learning; data pipeline with PyTorch (May 8, 2026): datasets, dataloaders

https://github.com/isa-ulisboa/greends-pml/blob/main/README.md