Gian Antonio Susto

Corsi

Welcome to the exciting world of Reinforcement Learning (RL), where machines learn to make decisions by trial and error, much like humans do when navigating the complexities of the real world. In this Master's course, we embark on a captivating journey into the heart of RL, a cutting-edge subfield of artificial intelligence that has revolutionized industries ranging from robotics and gaming to finance and healthcare.

Reinforcement Learning represents a pivotal breakthrough in machine learning, enabling algorithms to not only analyze data but also act upon it. Imagine teaching a computer to play chess, drive a car, or optimize a complex manufacturing process through self-improvement over time. These are just a few examples of the remarkable capabilities that RL can bestow upon machines.

Throughout this course, we will delve deep into the fundamental principles, algorithms, and applications of Reinforcement Learning.

Categoria DIPARTIMENTO DI INGEGNERIA DELL'INFORMAZIONE - DEI / A.A.2024 - 2025 / Corsi di laurea magistrale / IN2546 - CONTROL SYSTEMS ENGINEERING

Questo corso fornisce un’introduzione completa al Machine Learning (ML), coprendo sia gli aspetti teorici che quelli pratici. Gli studenti impareranno i concetti fondamentali, dalle basi statistiche fino ai modelli avanzati di apprendimento supervisionato e non supervisionato, con un approccio progressivo che facilita la comprensione anche per chi non ha esperienza pregressa.

Il corso include laboratori pratici in cui gli studenti utilizzeranno Python, Google Colab e librerie di ML per sperimentare con dataset reali e implementare algoritmi di apprendimento automatico. Inoltre, verranno affrontati temi chiave come validazione dei modelli, interpretabilità, fairness e MLOps, per fornire una visione più ampia delle sfide e opportunità nel campo del Machine Learning.

Categoria DIPARTIMENTO DI INGEGNERIA DELL'INFORMAZIONE - DEI / A.A.2024 - 2025 / Corsi di laurea / IN2746 - INGEGNERIA DELL'AUTOMAZIONE E DEI SISTEMI

Welcome to the exciting world of Reinforcement Learning (RL), where machines learn to make decisions by trial and error, much like humans do when navigating the complexities of the real world. In this Master's course, we embark on a captivating journey into the heart of RL, a cutting-edge subfield of artificial intelligence that has revolutionized industries ranging from robotics and gaming to finance and healthcare.

Reinforcement Learning represents a pivotal breakthrough in machine learning, enabling algorithms to not only analyze data but also act upon it. Imagine teaching a computer to play chess, drive a car, or optimize a complex manufacturing process through self-improvement over time. These are just a few examples of the remarkable capabilities that RL can bestow upon machines.

Throughout this course, we will delve deep into the fundamental principles, algorithms, and applications of Reinforcement Learning.

Categoria DIPARTIMENTO DI INGEGNERIA DELL'INFORMAZIONE - DEI / A.A. 2023 - 2024 / Corsi di laurea magistrale / Master's degrees / IN2546 - CONTROL SYSTEMS ENGINEERING