Probability Theory Courses and Certifications

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
• Self-Paced
• 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
• Self-Paced
• 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
• Self-Paced
• 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
• Self-Paced
• Free Video

Numberphile

A Fake Fields Medal - Interview with Hugo Duminil-Copin

Discover the prestigious Fields Medal through an interview with winner Hugo Duminil-Copin, exploring his mathematical work and the famous prize's significance in mathematics.

• YouTube
• 20 minutes
• Self-Paced
• 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
• Self-Paced
• 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
• Self-Paced
• Conference Talk

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
• Self-Paced
• Free Video

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
• Self-Paced
• Free Video

NPTEL-NOC IITM

Logistic Regression: Introduction to Binary Classification and Linear Classifiers

Master logistic regression for binary classification, covering linear classifiers, sigmoid functions, parameter estimation, and log-likelihood functions.

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

Paul G. Allen School

Statistical Learning I - Foundations and Principles

Explore statistical learning fundamentals with Robert Schapire from Microsoft Research, covering key concepts and applications in machine learning and data analysis.

• YouTube
• 1 hour 5 minutes
• Self-Paced
• 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
• Self-Paced
• Free Video

Numberphile

Pokémon and Geometric Distributions

Explore the fascinating intersection of Pokémon and mathematics with Tom Crawford, delving into geometric distributions and probability theory in this engaging Numberphile video.

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

Wrath of Math

Introduction to Subfactorials and Derangements in Combinatorics

Explore the fascinating concept of subfactorials and derangements through an engaging mathematical journey, using real-world examples of men, hats, and probability calculations.

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

Wrath of Math

Finding the Optimal Strategy in a Three-Player Integer Game - Game Theory Analysis

Explore game theory through a fascinating three-player integer game, discovering Nash equilibrium concepts and optimal strategies for winning with the smallest unique positive number.

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