M4AI — Mathematics for Artificial Intelligence

Meetings

Introduction to mathematics for artificial intelligence

This seminar series begins with short (two session, single day) introductory courses covering different topics:

Introduction to machine learning for mathematicians (João Costa),
Aspects of approximation, optimization, and generalization in Machine Learning (Luís Carvalho)
Infinitely wide neural networks (Gonçalo Oliveira)
Introduction to reinforcement learning and Markov decision processes (Pedro A. Santos), 9/5/2025
From monotone operators and supermartingales to distributed machine learning (João Xavier)
Quantum signal processing and nonlinear Fourier analysis (Diogo Oliveira e Silva)

Permanent link to this information: https://m4ai.math.tecnico.ulisboa.pt/lecture_series?sgid=77