Probability Theory Courses and Certifications

Banach Center

Certainty Equivalent Control of Markov Processes with Average Reward Functional

Zgłęb kontrolę równoważności pewności procesów Markowa z funkcjonałem średniej nagrody. Poznaj zaawansowane techniki matematyczne w teorii sterowania.

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

Causal Data Science with Directed Acyclic Graphs

579 ratings at Udemy

Get to know the modern tools for causal inference from machine learning and AI, with many practical examples in R

• Udemy
• 4 hours 58 minutes
• Self-Paced
• Paid Course

The Universal Principle of Risk Management - Pooling and Hedging Risks

1 rating

Explore probability theory, statistics, and financial analysis methods essential for risk management and understanding the time value of money in financial markets.

• YouTube
• 1 hour 9 minutes
• Self-Paced
• Free Video

NPTEL;  IIT Kharagpur

Probability & Random Variables

Comprehensive exploration of probability theory, random variables, and stochastic processes, covering fundamental concepts to advanced topics like spectral analysis and adaptive filtering.

• YouTube
• 1 day 16 hours
• Self-Paced
• Free Video

3Blue1Brown

But What Is the Central Limit Theorem?

Visual exploration of the Central Limit Theorem, explaining its significance in probability and statistics through animations, simulations, and real-world examples.

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

The Royal Institution

How Science is Taking the Luck out of Gambling

Explore the scientific strategies behind successful gambling, from sports forecasting to AI poker players. Learn how betting has influenced mathematics, economics, and artificial intelligence.

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

Numberphile

The Clever Way to Count Tanks - World War II Statistical Analysis

Discover how mathematics and probability solved the mystery of Nazi Germany's tank production during World War II, featuring insights from Dr James Grime on this fascinating historical application.

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

Artificial Intelligence

This course gives a survey of topics in AI along with in-depth foundational concepts such as classical search, probability, machine learning, logic and planning.

• Udacity
• 16 weeks
• Self-Paced
• Free Online Course

Modelling and estimation

2 ratings at OpenLearn

This free course is concerned with modelling and estimation and looks in particular at the binomial distribution. Section 1 starts by defining probability, introduces relevant notation and briefly ...

• OpenLearn
• 16 hours
• Self-Paced
• Free Certificate

Technology and Invention in Finance - Financial Markets

Explore financial technology's societal impact, from limited liability corporations to inflation indexation and swap contracts, emphasizing the evolution and importance of financial inventions in managing risks.

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

Python for Data Science with Assignments

402 ratings at Udemy

A Comprehensive and Practical Hands-On Guide to Learning Python for Beginners, Aspiring Developers, Self-Learners, etc.

• Udemy
• 9 hours 16 minutes
• Self-Paced
• Paid Course

Mathematical (Actuarial) Statistics:(Exam P/CT3/CS1)

400 ratings at Udemy

Master statistical concepts from probability theory to Bayesian analysis, covering key topics like hypothesis testing, regression, and sampling - ideal for actuarial exams and data analysis applications.

• Udemy
• 13 hours 46 minutes
• Self-Paced
• Paid Course

Statistics for Finance

396 ratings at Udemy

Learn core probability and statistics with Python tools and real applications in finance and business

• Udemy
• 1 day 17 hours 30 minutes
• Self-Paced
• Paid Course

Derek Banas

Comprehensive Introduction to Probability Theory and Applications

Comprehensive overview of probability concepts, from basic definitions to advanced distributions, with real-world examples and formulas for practical application in data science and statistics.

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

NPTEL-NOC IITM

Basic Definitions in Probability Theory - Introduction and Experiment

Learn fundamental probability concepts through clear definitions and practical experiments, enhancing your understanding of statistical principles.

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