Optimization for machine learning (November 2020)
This course at PSL university was for students of the IASD / MASH master course. I was in charge of the following classes:
- Automatic differentiation: slides, notebook, code
- Duality in ML: slides, notebook, code
- Beyond gradient descent: slides, code
Machine learning preparatory week (September 2020)
This course at PSL university was designed for beginners in machine learning. I was in charge of the following classes:
- Python basics: notebook
- Introduction to machine learning: slides
- Optimization for linear models: slides, notebook
The full course is available here.