# Concentration Inequalities with Machine Learning Applications

Lecture slides:

- Concentration Inequalities with Machine Learning Applications
- Organization
- From exponential inequalities to concentration
- Lecture I: from exponential inequalities to concentration
- Lecture I: Roadmap
- Appetizer
- Motivations
- Random interval packings
- Path to Bernstein inequality
- Conventions
- Efron-Stein inequality
- Application of Efron-Stein inequality

*Author: Stéphane Boucheron, Lri Orsay*