Probability Theory Courses and Certifications

Center for Science of Information NSF STC

Theory and Application of Network Coding

Explore network coding fundamentals, applications in wireless networks, and connections to information theory, complexity, and graph theory for enhanced communication performance.

• YouTube
• 2 hours 32 minutes
• On-Demand
• Free Video

Fields Institute

Optimal Transportation, Geometry and Dynamics

Explore advanced mathematical theory connecting optimal transport problems with geometric structures and dynamical systems through 24 comprehensive lectures from Fields Institute.

• YouTube
• 1 day 9 hours 39 minutes
• On-Demand
• Free Video

International Centre for Theoretical Sciences

First-Passage Percolation and Related Models 2022

Explore advanced mathematical concepts in first-passage percolation through expert lectures covering geodesics, fluctuations, solvable models, and limiting behaviors.

• YouTube
• 1 day 9 hours 48 minutes
• On-Demand
• Free Video

ICTP Mathematics

School on Algebraic, Geometric and Probabilistic Aspects of Dynamical Systems and Control Theory

Explore algebraic, geometric and probabilistic aspects of dynamical systems through expert minicourses covering counting techniques, group actions, symbolic dynamics, and Brownian motion.

• YouTube
• 1 day 6 hours 1 minute
• On-Demand
• Free Video

ICTP Mathematics

Ergodic Theory

Dive into the mathematical foundations of dynamical systems through comprehensive ergodic theory principles and applications in this advanced diploma program.

• YouTube
• 13 hours 20 minutes
• On-Demand
• Free Video

IAS | PCMI Park City Mathematics Institute

Universality for Random Matrix Ensembles of Wigner Type

Dive into advanced random matrix theory with Terry Tao, exploring universality phenomena in Wigner-type ensembles through rigorous mathematical analysis and proofs.

• YouTube
• 4 hours 8 minutes
• On-Demand
• Free Video

Strange Loop Conference

An Overview of Probabilistic Programming

Explore probabilistic programming through BayesDB, Picture, and Venture platforms. Learn about Bayesian databases, 3D scene perception, and general-purpose probabilistic computing for data analysis and AI applications.

• YouTube
• 1 hour 3 minutes
• On-Demand
• Conference Talk

Great Learning

Probability and Statistics - Bayes Theorem Probability - Normal Distribution Probability

Probability Theory and Statistics are very essential when it comes to data science or predictive modeling as they form the basis for decision making. Thus it becomes, extremely important for a data scientist to be good with probability.

• YouTube
• 2 hours 28 minutes
• On-Demand
• Free Video

Insights into Mathematics

Newcomb's Paradox - Famous Math Problems

Explore Newcomb's paradox, a mathematical-philosophical puzzle involving free will, determinism, and rationality. Learn about expected value and strategies for decision-making in uncertain scenarios.

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

Insights into Mathematics

Problems With the Calculus - Math History - NJ Wildberger

Exploring historical controversies in calculus, including debates on derivatives, integrals, and curves, highlighting critiques from notable figures and ongoing mathematical challenges.

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

Weights & Biases

Probability - Math for Machine Learning

Explore core probability concepts for machine learning, including surprises, loss functions, and Gaussians. Gain insights into the mathematical foundations of ML algorithms.

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

ベイズ推定とグラフィカルモデル：コンピュータビジョン基礎1

1661 ratings at Udemy

Learn essence of "Computer Vision: Models, Learning, and Inference"

• Udemy
• 10 hours 29 minutes
• On-Demand
• Free Online Course

Information Theory: Defining Entropy and Information - Lecture 1

2 reviews

Delve into the mathematical foundations of entropy and information measurement, exploring how random variables contribute to quantifying information in probability theory.

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

مبادئ الإحصاء لعلم البيانات | Statistics for Data Science

1084 ratings at Udemy

في حوالي ساعتين تعالوا نتعلم مبادئ الإحصاء والاحتمالات Descriptive Statistics, Inferential Statistics, and Probability

• Udemy
• 1 hour 55 minutes
• On-Demand
• Free Online Course

Wrath of Math

Pythagorean Expectation in Sports Analytics - Using Math to Predict NFL Success

1 review

Explore how Pythagorean expectation in sports analytics predicts NFL team performance, focusing on its application to the Kansas City Chiefs' 2024 Super Bowl prospects.

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