Sumários

Foundation models and transfer learning

6 Junho 2025, 14:30 • Manuel Lameiras de Figueiredo Campagnolo

 (June 6, 2025) types of ML problems and approaches, pre-trained models, fine-tuning

Model deployment

30 Maio 2025, 14:30 • Manuel Lameiras de Figueiredo Campagnolo

 (May 30, 2025): saving and loading ML model, Gradio, Hugging Face places

https://github.com/isa-ulisboa/greends-pml

Deep convolutional neural networks

23 Maio 2025, 14:30 • Manuel Lameiras de Figueiredo Campagnolo

(May 23, 2025): input preparation, convolution, model architecture, receptive field 

https://github.com/isa-ulisboa/greends-pml

Pipeline for deep learning with PyTorch

16 Maio 2025, 14:30 • Manuel Lameiras de Figueiredo Campagnolo

 (May 16, 2025): data, model, model training and validation

https://github.com/isa-ulisboa/greends-pml

Data pipeline for deep learning

9 Maio 2025, 14:30 • Manuel Lameiras de Figueiredo Campagnolo

(May 9, 2025): PyTorch, datasets, dataloaders

https://github.com/isa-ulisboa/greends-pml