Concentration Inequalities Courses and Certifications

Institute for Advanced Study

Towards Structural Risk Minimization for RL - Emma Brunskill

Explore structural risk minimization in reinforcement learning with Stanford's Emma Brunskill in this under 1-hour workshop by the Institute for Advanced Study.

• YouTube
• 45 minutes
• On-Demand
• Free Online Course

Hausdorff Center for Mathematics

Gaussian Isoperimetry and Related Topics III

Explore Gaussian isoperimetry, its applications in probability and analysis, and its connections to other areas in this under 1-hour material from Hausdorff Center for Mathematics.

• YouTube
• 49 minutes
• On-Demand
• Free Online Course

Hausdorff Center for Mathematics

Functional Inequalities and Concentration of Measure II

Explore functional inequalities and concentration measures with Radek Adamczak at the Hausdorff Center for Mathematics. Understand limit theorems, existential results, and non-Lipschitz functions in under an hour.

• YouTube
• 48 minutes
• On-Demand
• Free Online Course

Hausdorff Center for Mathematics

Gaussian Isoperimetry and Related Topics II

Explore Gaussian isoperimetry, its applications in probability and analysis, and its connections to other areas in this under 1-hour material from Hausdorff Center for Mathematics.

• YouTube
• 47 minutes
• On-Demand
• Free Online Course

Hausdorff Center for Mathematics

Gaussian Isoperimetry and Related Topics I

Explore Gaussian isoperimetry, its applications in probability and analysis, and its connections to other areas in this less than 1-hour material from Hausdorff Center for Mathematics.

• YouTube
• 50 minutes
• On-Demand
• Free Online Course

Alan Turing Institute

Optimal Sampling in Weighted Least-Squares Methods - Application to High-Dimensional Approximation

Explore high-dimensional approximation and overcome the curse of dimensionality with the Alan Turing Institute. Learn from eminent researchers in less than an hour.

• YouTube
• 48 minutes
• On-Demand
• Free Online Course

Hausdorff Center for Mathematics

Concentration Inequalities for Poisson U-Statistics

Explore concentration inequalities for Poisson U-statistics, their optimality, and applications in stochastic geometry with the Hausdorff Center. Duration: 49 minutes.

• YouTube
• 49 minutes
• On-Demand
• Free Online Course

IIT Kanpur;  NPTEL

Probability for Computer Science

Probability is one of the most important ideas in human knowledge. This is a crash course to introduce the concept of probability formally; and exhibit its applications in computer science, combinatorics, and algorithms. After finishing this course a stu…

• Swayam
• 8 weeks
• Finished
• Free Online Course

IIT Kharagpur;  NPTEL

Selected Topics in Algorithms

Explore advanced algorithm design techniques in a 12-week course by IIT Kharagpur, covering topics like network flows, randomization, NP-Completeness, and linear programming.

• Swayam
• 12 weeks
• Finished
• Free Online Course

IISc Bangalore;  NPTEL

Concentration inequalities

This graduate-level course on concentration inequalities will cover the basic material on this classic topic as well as introduce several advanced topics and techniques. The utility of the inequalities derived will be illustrated by drawing on applicatio…

• Swayam
• 8 weeks
• Finished
• Free Online Course