TALES School I

Session

PROMITY

19 Feb 2026, 09:30

Room B (Centro Congressi Federico II)

20. Introduction to machine learning: lecture

19/02/2026, 09:30

An introductory, non-technical review lecture about what machine learning is: the basic tasks, concepts, methods, followed by a practical workshop. A laptop with internet access and a web browser is required!

21. Introduction to deep learning and GPU computing: lecture

19/02/2026, 14:30

Content: Short introduction to deep learning and its challenges, followed by an extended more technical workshop. Participants will learn the building blocks of modern ML: using GPU for computation, tensor operations, building deep neural networks in Pytorch, loading data, traning the model, saving and retrieving models. A laptop with internet access and a web browser is required!

22. ML project from scratch: lecture

20/02/2026, 09:30

Content: Participants will use skills from day 1 to train a custom deep network from start to finish using recommended tools and practices. Additionally, they learn about tools to observe training, managing ML models and results and how to optimize your model if performance is of issue. A laptop with internet access and a web browser is required!

16. Introduction to machine learning