Probability Theory Courses and Certifications

Discrete Math - Sets, Logic, Proofs, Probability, Graph Theory

Comprehensive exploration of discrete mathematics, covering logic, sets, proofs, probability, and graph theory with practical examples and step-by-step problem-solving techniques.

• YouTube
• 9 hours
• Self-Paced
• Free Video

Jeremy Klassen

Probability and Set Theory

Comprehensive review of probability and set theory concepts, including Venn diagrams, events, odds, and extensive practice problems for Math 30-2 level students.

• YouTube
• 6 hours
• Self-Paced
• Free Video

Categorical Probability Theory

Explore Kleisli categories, probability theory, and stochastic maps. Learn about the Giry monad, Markov kernels, conditional probabilities, and Bayes' theorem in this advanced mathematical study.

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

Explore stochastic processes for financial modeling, including random walks, Wiener processes, and geometric Brownian motion. Learn to analyze stock prices, returns, and option pricing for quantitative research and trading.

• Wolfram U
• 1 hour
• Self-Paced
• Free Certificate

Insurance: The Archetypal Risk Management Institution - Financial Markets

Explore insurance as a risk management tool, its historical development, regulatory aspects, and current challenges in this comprehensive lecture on financial markets.

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

Professor Leonard

A Study of Probability Distributions, Mean, and Standard Deviation

1 rating

Explore probability distributions, mean, and standard deviation in this comprehensive lecture on fundamental statistical concepts.

• YouTube
• 1 hour 13 minutes
• Self-Paced
• Free Video

Topics in Mathematics with Applications in Finance - Fall 2024

Explore mathematical concepts and techniques used in finance through linear algebra, probability, statistics, stochastic processes, and numerical methods with industry applications.

• YouTube
• 1 day 2 hours 12 minutes
• Self-Paced
• Free Video

NPTEL;  IIT Madras

Probability Foundation for Electrical Engineers

Comprehensive exploration of probability theory for electrical engineers, covering fundamental concepts, random variables, expectation, and limit theorems with rigorous mathematical foundations.

• YouTube
• 1 day 14 hours
• Self-Paced
• Free Video

NPTEL;  IIT Kharagpur

Mathematics - Probability and Statistics

Comprehensive exploration of probability and statistics, covering set theory, probability laws, distributions, sampling, descriptive statistics, estimation, and hypothesis testing.

• YouTube
• 1 day 14 hours
• Self-Paced
• Free Video

NPTEL;  IIT Kharagpur

Estimation of Signals and Systems

This course covers lessons on probability theory, random variables, mean and variance, linear signal models, z-transform, Kalman filter, variants of least squares estimation, and estimation problems in instrumentation and control.

• YouTube
• 1 day 2 hours
• Self-Paced
• Free Video

UCLA Automated Reasoning Group

Learning and Reasoning with Bayesian Networks

Master probabilistic reasoning and machine learning through comprehensive coverage of Bayesian networks, from basic probability theory to advanced inference algorithms and causal modeling.

• YouTube
• 22 hours 11 minutes
• Self-Paced
• Free Video

AnalystPrep

FRM Part 1 - Book 2 - Quantitative Analysis

Master quantitative analysis for FRM Part 1 with probability, hypothesis testing, regression, and machine learning concepts through detailed examples and practice questions.

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

Richard McElreath

Statistical Rethinking Fall 2017

Master Bayesian statistical methods and causal inference through comprehensive lectures accompanying the acclaimed "Statistical Rethinking" book by Richard McElreath.

• YouTube
• 19 hours 46 minutes
• Self-Paced
• Free Video

3Blue1Brown

Convolutions and Adding Random Variables, Visually Explained

Visual explanation of convolutions and adding random variables, exploring discrete and continuous cases, with connections to the central limit theorem and practical examples.

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

MindYourDecisions

The Famous Batteries and Flashlight Logic Puzzle - Optimal Testing Strategy

Solve a famous logic puzzle: determine the minimum tests needed to find 2 good batteries out of 4 good and 4 bad ones to power a flashlight. Explores strategies and provides proof.

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