Probability Courses and Certifications

Institute for Pure & Applied Mathematics (IPAM)

Length Spectrum of Random Surfaces and Random Graphs

Explore the length spectrum of random hyperbolic surfaces and their connection to short cycles in random metric maps, revealing surprising distributional similarities in high-genus cases.

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

Statistics 110 - Probability

1 rating

Comprehensive introduction to probability theory, covering fundamental concepts, distributions, and applications. Ideal for understanding statistics, science, and randomness in various fields.

• YouTube
• 1 day 3 hours
• Self-Paced
• Free Video

MIT RES.6-012 Introduction to Probability, Spring 2018

Comprehensive introduction to probability theory, covering key concepts, tools, and applications. Explores discrete and continuous probability, random variables, inference, and stochastic processes through lectures and examples.

• YouTube
• 1 day 6 hours
• 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

Introduction to Statistics

4287 ratings at Coursera

You will gain the foundational skills that prepare you to pursue more advanced topics in statistical thinking and machine learning.

• Coursera
• 14 hours 6 minutes
• Self-Paced
• Paid Course

Maximum Entropy Methods

10 ratings

In this tutorial, Simon DeDeo introduces MaxEnt through a series of examples, taking students from the basics of the subject up to its applications in science and engineering

• Complexity Explorer
• 1 hour
• Self-Paced
• Free Certificate

Behavioral Finance

4548 ratings at Coursera

Explore how psychological biases affect financial decisions and learn strategies to make better choices in spending, saving, and investing for improved financial outcomes.

• Coursera
• 5 hours 17 minutes
• Self-Paced
• Paid Course

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
• Self-Paced
• Free Video

Weights & Biases

Probability - Math for Machine Learning

Explore core probability concepts for machine learning, including surprises, loss functions, and Gaussians. Gain insights into the mathematical foundations of ML algorithms.

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

NPTEL;  IIT Guwahati

Advanced Topics in Probability and Random Processes

Explore advanced probability concepts, from random variables to Markov chains and martingale processes, enhancing your understanding of stochastic systems and their applications.

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

Wondrium

Sampling and Probability - Learning Statistics: Concepts and Applications in R

Explore sampling, probability, and statistical tools for extracting key information from data. Learn about data collection, probabilistic reasoning, and practical applications of Bayes' Rule in everyday life.

• YouTube
• 25 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

NPTEL;  IIT Kharagpur

Probability and Statistics

Comprehensive exploration of probability and statistics concepts, covering fundamental principles, algebraic structures, and advanced topics through 79 detailed lectures.

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

Insights into Mathematics

The Normal Distribution - Probability and Statistics

Explore the normal distribution, its importance in statistics, and the Central Limit Theorem. Learn about probability density, standard and general normal distributions, and cumulative distribution functions.

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

Insights into Mathematics

Binomial and Geometric Distributions - Probability and Statistics

Explore binomial and geometric distributions, probability generating functions, and calculating means and variances in this comprehensive overview of key probability concepts.

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