Probability Courses and Certifications

NPTEL;  IIT Kharagpur

Probability and Statistics

Comprehensive exploration of probability theory, statistical distributions, sampling, estimation, and hypothesis testing, providing a solid foundation for data analysis and statistical inference.

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

NPTEL;  IIT Kanpur

Probability and Stochastics for Finance

This course provides the minimum mathematical requirements to study mathematical finance or more precisely the pricing of financial derivatives.

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

Great Learning

Statistics for Data Science - Probability and Statistics for Engineers

Comprehensive 12-hour course covering essential statistics concepts for data science, from basics to advanced topics. Taught by Stanford PhD, includes practical applications and business problem-solving.

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

The Organic Chemistry Tutor

Central Limit Theorem - Sampling Distribution of Sample Means - Stats & Probability

Comprehensive exploration of the Central Limit Theorem, covering sampling distributions, statistical concepts, and probability problems with practical examples and various distribution types.

• YouTube
• 1 hour 1 minute
• Self-Paced
• Free Video

World Science Festival

Wizards of Odds - The Power of Probability

Experts explore probability's subtle nature and its crucial role in science, technology, medicine, and daily life, offering insights into common misconceptions and its powerful applications.

• YouTube
• 1 hour 24 minutes
• Self-Paced
• Conference Talk

World Science Festival

The Illusion of Certainty - Risk, Probability, and Chance

Explore the fascinating world of risk, probability, and chance, and learn how they impact decision-making in various aspects of life. Gain insights into pattern recognition and statistical thinking.

• YouTube
• 1 hour 28 minutes
• Self-Paced
• Conference Talk

Khan Academy

Normal Distribution Excel Exercise - Probability and Statistics - Khan Academy

Explore how normal distribution approximates binomial distribution for large trials using Excel. Gain practical insights into probability concepts through hands-on spreadsheet analysis.

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

AnalystPrep

SOA Exam P - Probability - Actuarial Exams

Master probability theory and statistical distributions to excel on the SOA Exam P with comprehensive coverage of univariate, multivariate random variables, and actuarial applications.

• YouTube
• 12 hours 8 minutes
• Self-Paced
• Free Video

Insights into Mathematics

Elementary Probability and Statistics

Discover fundamental concepts in probability theory and statistics, from basic counting to normal distributions, with clear explanations of random variables and statistical measures.

• YouTube
• 7 hours 35 minutes
• Self-Paced
• Free Video

tecmath

Permutations and Combinations - Counting Principles, Factorials, and Probability

Master permutations, combinations, and probability through counting principles, factorial shortcuts, and practical tricks in this comprehensive math tutorial.

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

Career Certificate

Business Statistics and Analysis

12724 ratings at Coursera

Equip yourself with essential business data analysis tools, from spreadsheet functions to data modeling, probability concepts, and linear regression, culminating in a practical capstone project.

• Coursera
• 12 weeks, 10 hours/week
• Self-Paced
• Paid Course
• 5 courses

Markov, Chebyshev, and Chernoff Inequalities in Probabilistic Analysis

Master fundamental probabilistic inequalities - Markov, Chebyshev, and Chernoff - and their applications in combinatorial analysis through clear mathematical explanations and examples.

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

Bounded Differences Inequality and Azuma-Hoeffding Inequality

Master probabilistic analysis through the Bounded Differences Inequality, exploring its applications in coupon collection and random graph coloring, with focus on Lipschitz functions and concentration bounds.

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

Large Deviations - Chebyshev and Chernoff Bound, Wrap Up - Lecture 24

Explore large deviation theory through Chebyshev and Chernoff bounds in this comprehensive mathematics lecture for computer science applications.

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

Random Variables - Lecture 21

Explore probability mass functions and cumulative distribution functions as equivalent methods for expressing random variable distributions in mathematics for computer science.

• YouTube
• 1 hour 11 minutes
• Self-Paced
• Free Video