Free Online Statistical Learning Courses & MOOCs

Coursera

University of Colorado Boulder

Regression and Classification (Coursera)

Statistics & Data Analysis

Dive into 'Introduction to Statistical Learning' on Coursera for an in-depth exploration of essential concepts in statistical modeling. Learn when to use specific models, how to optimize them, and understand the trade-offs between different approaches. This course covers regression, classification, decision trees, resampling methods, and more, equipping you with advanced data analysis skills.

Jun 8th 2026

5-12 Weeks

Regression Classification Data Analysis

Coursera

University of Pennsylvania

Machine Learning Essentials (Coursera)

Data Science

Dive into the world of Machine Learning with our beginner-friendly course. Gain a solid foundation in key ML techniques such as linear regression and classification. Master these skills by completing hands-on coding exercises in Python. Perfect for those new to machine learning who want to solve real-world problems using statistical learning methods.

Jun 1st 2026

4 Weeks

ML Machine Learning Classification

Coursera

Illinois Tech

Statistical Learning (Coursera)

Statistics & Data Analysis Data Science

Dive into Statistical Learning with this expert-led course from Coursera. Learn essential techniques for interpreting and analyzing data, including regression, classification, kernel methods, and support vector machines. Enhance your analytical skills and make informed decisions based on data.

May 25th 2026

5-12 Weeks

Classification Linear Regression Logistic Regression

EdX

Indian Institute of Management, Bangalore,IIMBx

Foundations of Data Science (edX)

Statistics & Data Analysis

Dive into the core principles of data science with this comprehensive online course. From understanding probability and statistics to mastering optimization and linear algebra, this course lays a solid foundation for those looking to delve deeper into data analysis and artificial intelligence.

This course is archived

5-12 Weeks

Statistics ML Artificial Intelligence

EdX

StanfordOnline

Statistical Learning with Python (edX)

Statistics & Data Analysis CS: Programming

Discover the essential tools of statistical modeling and data science through this comprehensive course. Explore both classic and cutting-edge methods and learn how to apply them using Python's powerful capabilities. Whether you're new to the field or looking to deepen your expertise, this course offers a blend of theory and practical application that will equip you with the skills needed for real-world analysis.

Self Paced

Self-Paced

Python Statistics Classification