Probability Theory Courses and Certifications

The Science of Success - What's Luck Got to Do with It?

Explore the interplay of skill and luck in shaping life outcomes. Learn to define, measure, and improve skill while managing luck, with examples from sports, entertainment, and business.

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

I Get All the News I Need from the Sports Section - Analyzing Streaks in Sports

Explore how statistical analysis challenges the concept of "hot streaks" in sports, revealing that scoring patterns are largely random and that professional sports are becoming increasingly competitive.

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

Randomness Everywhere - Understanding Random Walk Models and Their Applications

Explore the fascinating world of randomness with physicist Sid Redner. Discover how random walk models explain everyday phenomena, from stock prices to gambling, and their applications in various fields.

• YouTube
• 1 hour 21 minutes
• On-Demand
• Free Video

Bayesianism and Explanationism in Scientific Reasoning

Explore the philosophical approaches of Bayesianism and Explanationism, examining their principles, applications, and implications for scientific reasoning and knowledge acquisition.

• YouTube
• 1 hour 15 minutes
• On-Demand
• Free Video

How on Earth Can Aliens Survive? Concept and Case Study

Explore evolutionary robustness, its breakdown, and implications for complex diseases. Delve into concepts like shifting balance theory and cultural evolution in this thought-provoking seminar.

• YouTube
• 1 hour 21 minutes
• On-Demand
• Free Video

Luck, Skill, and Inequality in Games and Social Hierarchies

Explore the interplay of luck, skill, and inequality in games and societal structures, examining their impact on hierarchies and outcomes.

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

A Markov Chain Theory of Self-Organization in Nonequilibrium Systems

Explore the groundbreaking theory of 'rattling' in nonequilibrium systems and its role in predicting ordered states across scientific domains, from living systems to statistical mechanics.

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

Discrete Math for Computer Sci

Master essential concepts in graph theory, algebras, probability, and computational models for practical and theoretical computer science applications.

• California Community Colleges System
• 13 weeks, 3 hours a week
• 16th Sep, 2024
• Paid Course

NPTEL;  IIT Kanpur

Manufacturing Systems Technology Part II

Explore quality engineering, design experiments, and statistical tools for manufacturing. Learn robust design, control charts, and probability distributions to enhance product quality and process efficiency.

• YouTube
• 10 hours
• On-Demand
• Free Video

University of Tübingen

Mathematics for Machine Learning

Comprehensive exploration of linear algebra, calculus, probability theory, and statistics essential for machine learning, covering fundamental concepts to advanced applications.

• YouTube
• 1 day 17 hours
• On-Demand
• Free Online Course

NPTEL;  IIT Delhi

Advanced Probability Theory

The course introduces the concept of probability through Kolmogorov’s Axioms. It develops the concept of probability density function, cumulative distribution function, and introduces the concept of a random variable.

• YouTube
• 1 day 5 hours
• On-Demand
• Free Video

From Ronald Ross to ChatGPT: The Birth and Strange Life of the Random Walk

Explore the fascinating history of random walks in mathematics, from mosquito control to AI, and their impact on various fields including physics, finance, and theology.

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

Statistical and Probabilistic Foundations of AI

Explore statistical foundations of AI, covering data analysis, probability theory, and inferential statistics. Gain practical skills using R for visualization and analysis of real-world data.

• edX
• 7 weeks, 6-7 hours a week
• On-Demand
• Free Online Course (Audit)

Dependent Stopping Times and Application to Credit Risk Theory - BQE Lecture Series

Explore dependent stopping times in credit risk theory, covering Cox construction, instantaneous default, and systemic risk measures in financial markets.

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

Introductory Statistics

Explore statistical methods for decision-making in social sciences. Apply probability theory, hypothesis testing, and regression analysis using computer-based tools.

• California Community Colleges System
• 17 weeks, 5 hours a week
• 17th Aug, 2024
• Paid Course