Probability Theory Courses and Certifications

Institut des Hautes Etudes Scientifiques (IHES)

Rogue Waves and Large Deviations for the 2D Pure Gravity Deep Water Wave Equations

Discover the mathematical theory behind rogue waves - extreme ocean events with anomalously large crests. Explore probability quantification and dispersive focusing mechanisms.

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

Conference GSI

Exploring Uniform Finite Sample Stickiness

Dive into the concept of uniform finite sample stickiness and its implications in statistical analysis and data science.

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

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
• Self-Paced
• Free Video

For the Love of Physics

Expectation Values and Operators in Quantum Mechanics - Basics of Probability Theory

Explore quantum mechanics operators, expectation values for position, momentum, and energy. Learn probability theory basics and their application in particle behavior analysis.

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

Credential

Data Analytics Foundations

99 ratings at Noble Desktop

Master statistical concepts, data visualization, and predictive analytics while learning to use powerful tools for forecasting, regression analysis, probability modeling, and prescriptive analytics.

• Noble Desktop
• 12 hours
• Self-Paced
• $595.00

Credential

Probabilistic Graphical Models

1549 ratings at Coursera

Explore probabilistic graphical models, a powerful framework for encoding complex probability distributions, with applications in machine learning, medical diagnosis, and more.

• Coursera
• 16 weeks, 10 hours/week
• Self-Paced
• Paid Course
• 3 courses

Bayesian Thinking

7 ratings at Corporate Finance Institute

Bayesian Thinking Course is for data professionals who want to apply an understanding of statistics to solve business problems

• Corporate Finance Institute
• 1 hour 27 minutes
• Self-Paced
• Paid Course

Statistical Inference in R

A core set of skills in statistical inference necessary to understand, interpret, and tune your statistical & machine learning models.

• DataCamp
• 16 hours
• Self-Paced
• Free Trial Available

Practicing Statistics Interview Questions in R

In this course, you'll prepare for the most frequently covered statistical topics from distributions to hypothesis testing, regression models, and much more.

• DataCamp
• 4 hours
• Self-Paced
• Free Trial Available

Applied Statistics in Python

Explore Python-based statistical analysis to gain essential decision-making skills such as A/B testing and Bayesian models.

• DataCamp
• 16 hours
• Self-Paced
• Free Trial Available

Combinatorics and Probability

870 ratings at Coursera

Explore combinatorics and probability through counting techniques, binomial coefficients, and random variables. Develop intuition for solving complex problems and apply knowledge to create a program for an intriguing dice game.

• Coursera
• 23 hours 5 minutes
• Self-Paced
• Paid Course

Credential

Mathematical Foundations for Deep Learning

182 ratings at CodeSignal

Master essential mathematical concepts - linear algebra, calculus, optimization, and statistics - to build a solid foundation for understanding and implementing deep learning algorithms effectively.

• CodeSignal
• 14 hours
• Self-Paced
• Free Certificate
• 5 courses

TrevTutor

Discrete Mathematics - Counting, Recurrence Relations, Generating Functions, Probability, Graph Theory

2 ratings

Master essential discrete mathematics concepts including combinatorics, probability, recurrence relations, generating functions, and graph theory through comprehensive examples.

• YouTube
• 10 hours 49 minutes
• Self-Paced
• Free Video

Linear Algebra (cont.) - Probability Theory - Lecture 4

Master linear algebra concepts like eigenvalues and SVD, then explore probability theory fundamentals including distributions and covariance for finance applications.

• YouTube
• 1 hour 21 minutes
• Self-Paced
• Free Video

Fields Institute

Probability and Model Theory of Tracial von Neumann Algebras

Explore connections between free probability and model theory in von Neumann algebras, examining their interplay and applications in operator algebra research.

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