#### Advanced Machine Learning (AMAL)

Master course – As indicated in the title, this is an *introductory *course in ML with a focus on neural networks a.k.a. deep-learning

The **slides** are here: **AMAL-Slides-part1** part 2 will come later

#### Reinforcement Learning and Advanced Deep Learning

Master course – This course develops two topics:

- Reinforcement Learning is taught by O. Sigaud.
- Advanced Deep Learning taught by myself: introduces exemples of recent developments in Deep Learning. This is complementary to the AMAL course (see above) that introduces basic ML concepts. I mainly develop two topics:
**generative models**(VAEs, GANs, Diffusion models) and**Physics-Based Deep Learning**i.e. machine learning for scientific computing with an emphasis on the modeling of dynamic systems in physics.

**Slides** (2023-2024):