Probability Courses and Certifications

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
• On-Demand
• 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
• On-Demand
• 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
• On-Demand
• Free Video

UofU Data Science

Probability and Statistics - Spring 2023

Master probability theory and statistical inference through conditional probability, Bayes' rule, random variables, expectation, hypothesis testing, and t-distributions.

• YouTube
• 1 day 13 hours 31 minutes
• On-Demand
• Free Video

Jeremy Klassen

International Baccalaureate Mathematics - Statistics, Probability, and 3D Geometry

Master advanced IB mathematics covering statistics, 3D geometry, probability, and proof techniques through comprehensive lessons on distributions, coordinate geometry, and reasoning.

• YouTube
• 10 hours 26 minutes
• On-Demand
• Free Video

Advanced Probability and Statistical Methods

Master advanced probability concepts through joint distributions, statistical testing, and Markov chains, building expertise in data analysis and statistical inference for real-world applications.

• Coursera
• 1 day 23 hours 46 minutes
• On-Demand
• Paid Course

Computational and Graphical Models in Probability

Master computational probability through simulation techniques, network analysis, and graphical models using R. Build expertise in ERGMs and PGMs while gaining practical skills for complex data analysis and machine learning applications.

• Coursera
• 15 hours 56 minutes
• On-Demand
• Paid Course

Honors Algebra 2: Series, Trigonometry, and Probability

Master sequences, series, trigonometry, and probability through real-world applications, from modeling population growth to analyzing periodic patterns and quantifying uncertainty.

• Coursera
• 18 hours 24 minutes
• On-Demand
• Paid Course

Introduction to Statistics in Python

194 ratings at DataCamp

Grow your statistical skills and learn how to collect, analyze, and draw accurate conclusions from data using Python.

• DataCamp
• 4 hours
• On-Demand
• Free Trial Available

Probability & Statistics for Machine Learning & Data Science

678 ratings at Coursera

Explore probability, statistics, and data analysis for machine learning. Apply concepts using Python in hands-on exercises. Gain skills in estimation, hypothesis testing, and exploratory data analysis.

• Coursera
• 1 day 9 hours 28 minutes
• On-Demand
• Paid Course

Introduction to Statistics

142 ratings at DataCamp

Learn the fundamentals of statistics, including measures of center and spread, probability distributions, and hypothesis testing with no coding involved!

• DataCamp
• 4 hours
• On-Demand
• Free Trial Available

Introduction to Statistics in R

77 ratings at DataCamp

Grow your statistical skills and learn how to collect, analyze, and draw accurate conclusions from data.

• DataCamp
• 4 hours
• On-Demand
• Free Trial Available

Modeling Risk with Monte Carlo Simulation

76 ratings at Corporate Finance Institute

Learn how to quantify and model uncertainty by using Monte Carlo simulation in Python

• Corporate Finance Institute
• 2 hours 5 minutes
• On-Demand
• Paid Course

Statistical Thinking in Python (Part 1)

32 ratings at DataCamp

Build the foundation you need to think statistically and to speak the language of your data.

• DataCamp
• 3 hours
• On-Demand
• Free Trial Available

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
• On-Demand
• Paid Course