Probabilistic Methods Courses and Certifications

International Centre for Theoretical Sciences

Finite-Time Guarantees of Contractive Stochastic Approximation - Mean-Square

Explore finite-time guarantees of contractive stochastic approximation, focusing on mean-square analysis. Learn about advanced probabilistic methods in data science and optimization.

• YouTube
• 45 minutes
• Self-Paced
• Free Video

International Centre for Theoretical Sciences

Advances in Risk-Aware Multi-Armed Bandit Problems by Vincent Tan

Explore risk-aware multi-armed bandit problems and recent advancements in this field of data science, focusing on probabilistic and optimization methods for decision-making under uncertainty.

• YouTube
• 1 hour 8 minutes
• Self-Paced
• Free Video

International Centre for Theoretical Sciences

Dynamic Pricing and Learning Under the Bass Model by Shipra Agrawal

Explore dynamic pricing strategies and learning techniques under the Bass model, focusing on data-driven approaches in marketing and product diffusion analysis.

• YouTube
• 1 hour 12 minutes
• Self-Paced
• Free Video

Fields Institute

Methods for Cutting Down Uniform Random Recursive Trees

Explore methods for cutting down uniform random recursive trees in this mathematical analysis presentation from the AofA 2025 conference.

• YouTube
• 48 minutes
• Self-Paced
• Free Video

Fields Institute

Poisson-Dirichlet Scaling Limits of Kemp's Supertrees

Explore the mathematical theory of Poisson-Dirichlet scaling limits in Kemp's supertrees, presented by Benedikt Stufler at the AofA 2025 conference.

• YouTube
• 27 minutes
• Self-Paced
• Free Video

Fields Institute

A Unified Theory for Up-Down Chains

Explore a unified theoretical framework for up-down chains in probabilistic and combinatorial analysis, presented by Kelvin Rivera-Lopez from Gonzaga University.

• YouTube
• 25 minutes
• Self-Paced
• Free Video

Fields Institute

The Ends of a Branched Structure Are Necessarily Close

Explore the mathematical concept of how ends in branched structures exhibit inherent proximity, presented by Torin Greenwood at the AofA 2025 conference.

• YouTube
• 27 minutes
• Self-Paced
• Free Video

Probabilistic Methods in Combinatorics - Fall 2024

Discover powerful probabilistic techniques for solving complex combinatorial problems, including Ramsey theory, extremal set theory, and random graph analysis.

• YouTube
• 3 hours 37 minutes
• Self-Paced
• Free Video

Lower Bounds to Ramsey Numbers - MIT 18.226 Probabilistic Methods in Combinatorics

Delve into probabilistic methods in combinatorics, exploring Ramsey numbers through alteration techniques and the Lovász Local Lemma for advanced mathematical problem-solving.

• YouTube
• 43 minutes
• Self-Paced
• Free Video

International Centre for Theoretical Sciences

Probabilistic Methods in Data Science - Lecture by Aurélien Garivier

Exploration des méthodes probabilistes et d'optimisation en science des données, mettant l'accent sur les techniques analytiques et algorithmiques pour traiter efficacement les grands volumes de données.

• YouTube
• 1 hour 50 minutes
• Self-Paced
• Free Video

Center for Language & Speech Processing(CLSP), JHU

Probabilistic Methods for Classification - 2009

Explore probabilistic methods for classification, covering supervised learning, estimation, and advanced models like Naive Bayes, Maximum Entropy, and Conditional Random Fields.

• YouTube
• 1 hour 17 minutes
• Self-Paced
• Free Video

Hausdorff Center for Mathematics

Probabilistic Methods in Hyperbolic Geometry

Explore probabilistic approaches to solve geometric and topological questions in hyperbolic manifolds, bridging mathematics domains through innovative analytical techniques.

• YouTube
• 1 hour 4 minutes
• Self-Paced
• Free Video

Center for Language & Speech Processing(CLSP), JHU

Probabilistic Methods for Classification - Part 2

Explore advanced probabilistic classification techniques through practical applications and theoretical foundations in this comprehensive machine learning workshop.

• YouTube
• 1 hour 17 minutes
• Self-Paced
• Free Video

Instituto de Matemática Pura e Aplicada

The Probabilistic Method - Short Course: 02

Delve into the Probabilistic Method with Robert Morris in this second session of the short course from the 2nd Brazilian School of Combinatorics at IMPA.

• YouTube
• 1 hour 27 minutes
• Self-Paced
• Free Video

Instituto de Matemática Pura e Aplicada

The Probabilistic Method - Short Course: 03

Explore the Probabilistic Method in combinatorics with Robert Morris from IMPA in this third session of his short course at the 2nd Brazilian School of Combinatorics.

• YouTube
• 1 hour 15 minutes
• Self-Paced
• Free Video