Concentration Inequalities with Machine Learning Applications

Posted in Science on August 26, 2008


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

Watch Video

Tags: Science, Lectures, Computer Science, Machine Learning, VideoLectures.Net