Probabilistic Methods Courses and Certifications

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
• On-Demand
• Free Video

Instituto de Matemática Pura e Aplicada

The Probabilistic Method - Short Course: 04

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

• YouTube
• 1 hour 18 minutes
• On-Demand
• Free Video

Institute for Pure & Applied Mathematics (IPAM)

Methods for Scalable Probabilistic Inference - IPAM at UCLA

1 review

Explore scalable probabilistic inference methods for astrophysics, focusing on Gaussian Processes for time series analysis and open-source tools to accelerate Bayesian inference with large datasets.

• YouTube
• 46 minutes
• On-Demand
• Free Video

International Centre for Theoretical Sciences

A Glimpse into the Fun World of Probabilistic Methods by Moumanti Podder

Explore the fascinating realm of probabilistic methods, uncovering their applications and significance in various fields of mathematics and beyond.

• YouTube
• 1 hour 5 minutes
• On-Demand
• Free Video

Alan Turing Institute

Workshop on Probabilistic Numerical Methods - Panel Discussion

Panel discussion exploring probabilistic numerical methods, covering topics like reference priors, robust uncertainty quantification, and Bayesian inversion methods for improved statistical inference and error quantification.

• YouTube
• 1 hour 7 minutes
• On-Demand
• Free Video

RWTH Center for Artificial Intelligence

Probabilistic Simulation Methods for Machine Learning in Science and Technology

Explore probabilistic numerics in machine learning, bridging computation and inference. Gain insights into physics-informed ML and adaptive solver integration for enhanced efficiency in scientific computing.

• YouTube
• 45 minutes
• On-Demand
• Free Video

IIT Kanpur;  NPTEL

Probability for Computer Science

Explore probability theory and its applications in computer science, covering finite spaces, random variables, concentration inequalities, stochastic processes, and streaming algorithms.

• Swayam
• 8 weeks
• On-Demand
• Free Online Course

Stanford CS109 - Future of Probability - Lecture 28

Explore the future of probability in computer science with Stanford's expert insights, covering advanced concepts and their applications in emerging technologies.

• YouTube
• 1 hour 7 minutes
• On-Demand
• Free Video

Simons Institute

X-Ramanujan Graphs

Explore X-Ramanujan graphs and their applications in computer science, focusing on advanced concepts beyond randomized rounding and the probabilistic method in graph theory.

• YouTube
• 1 hour 5 minutes
• On-Demand
• Free Video

NPTEL-NOC IITM

Activity Factor and Estimating Dynamic Power for Combinational Circuit Design - Lecture 9.2

Explore probabilistic methods for estimating activity factors and dynamic power in combinational circuits, analyzing primitive gates and multi-stage designs.

• YouTube
• 23 minutes
• On-Demand
• Free Video

Simons Foundation

Randomness in Number Theory

Explore the fascinating dichotomy between structure and randomness in number theory through revealing examples and unexpected models that highlight central challenges in the field.

• YouTube
• 1 hour 5 minutes
• On-Demand
• Free Video

PetroNile Academy

Reserve Classification and Estimation Techniques in Petroleum Engineering

1 review

Explore reserve classification and estimation techniques, including deterministic and probabilistic methods, volumetric analysis, decline curves, and dynamic material balance principles for effective reservoir management.

• YouTube
• 1 hour 11 minutes
• On-Demand
• Free Video

Existence of Graphs with High Girth and High Chromatic Number

Delve into probabilistic methods in combinatorics, exploring Erdős's groundbreaking proof of graphs with high girth and chromatic number through elegant mathematical reasoning.

• YouTube
• 25 minutes
• On-Demand
• Free Video

Threshold for a Random Graph to Contain a Triangle - MIT 18.226

Explore probabilistic methods to determine when random graphs develop triangles, using first and second moment analysis techniques in combinatorial mathematics.

• YouTube
• 29 minutes
• On-Demand
• Free Video

Extremal Set Theory - Sperner's Theorem

Explore the fascinating world of Sperner's Theorem and learn how to determine the maximum number of subsets possible in an n-element set without subset containment.

• YouTube
• 13 minutes
• On-Demand
• Free Video