Probability Theory Courses and Certifications

Sun Yat-sen University

Medical Statistics

Master essential medical statistics concepts, from descriptive analysis to experimental design. Cover probability, hypothesis testing, ANOVA, regression, and data visualization for healthcare professionals.

• XuetangX
• On-Demand
• Free Online Course

Probability for Actuarial Science

Comprehensive preparation for actuarial probability exams, covering key concepts from set theory to multivariate distributions with practical examples and visual explanations.

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

Great Learning

Probability and Statistics - Bayes Theorem Probability - Normal Distribution Probability

Probability Theory and Statistics are very essential when it comes to data science or predictive modeling as they form the basis for decision making. Thus it becomes, extremely important for a data scientist to be good with probability.

• YouTube
• 2 hours 28 minutes
• On-Demand
• Free Video

Probability Bites

Comprehensive video series covering key engineering probability concepts, from basic axioms to advanced topics like hypothesis testing and random number generation.

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

patrickJMT

Markov Chain

Comprehensive exploration of Markov chains, covering transition diagrams, steady states, regular and absorbing chains, with applied problems and limiting matrices.

• YouTube
• 1 hour 30 minutes
• On-Demand
• Free Video

The Julia Programming Language

Random Variables as Types - Lecture 11

Explore random variables as types in Julia programming, covering Gaussian distributions, sampling, abstract types, and generic programming for probability distributions.

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

FUN WITH DATA SCIENCE

Probability for Data Science

Comprehensive introduction to probability concepts for data science, covering fundamental principles, distributions, hypothesis testing, and practical applications in statistical analysis.

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

Probability Theory and Applications

Explore advanced probability concepts, stochastic processes, and queueing models. Gain insights into Markov chains, Poisson processes, and reliability theory for practical applications.

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

The Bright Side of Mathematics

Probability Theory

Comprehensive exploration of probability theory, covering key concepts from basic measures to advanced topics like random variables and distribution functions.

• YouTube
• 2 hours 30 minutes
• On-Demand
• Free Video

Statistics is Fun A.H

Beta Distribution

Explore the Beta and Beta Prime distributions, focusing on their means and variances in this concise statistical overview.

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

Statistics is Fun A.H

Maximum Likelihood Estimator Topics

Explore maximum likelihood estimation for various probability distributions, including gamma, Bernoulli, exponential, and geometric.

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

Stat Courses

Joint Probability Distributions

Explore joint probability distributions, covering density functions, mass functions, and multivariate distributions for discrete random variables.

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

Statistics is Fun A.H

Exponential Distribution

Learn about the exponential distribution, including its mean, variance, and median, with practical applications and problem-solving techniques.

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

Statistics is Fun A.H

Binomial Distribution

Learn about binomial distribution's M.G.F, C.G.F, and its approximation to Poisson using various methods including Stirling's formula and characteristic functions.

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

Probability

Explore probability concepts, from basic counting techniques to advanced topics like multivariate distributions and order statistics, with practical examples and applications.

• YouTube
• 1 day 4 hours
• On-Demand
• Free Video