Free Online Statistical Modeling 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 22nd 2026

5-12 Weeks

Regression Classification Data Analysis

Coursera

University of California, Santa Cruz

Bayesian Statistics: Techniques and Models (Coursera)

Statistics & Data Analysis Data Science

Expand your understanding of Bayesian statistics by delving into more complex techniques and models. This course builds on foundational concepts, equipping you with advanced tools for analyzing real-world datasets effectively.

Jun 15th 2026

5-12 Weeks

Monte Carlo Method ANOVA Statistical Modeling

Coursera

University of Michigan

Linear Regression Modeling for Health Data (Coursera)

Statistics & Data Analysis Data Science

Dive into the fundamentals of statistical modeling and linear regression analysis tailored specifically for health data. This course offers a structured approach to understanding and applying key concepts like t-tests and multiple regression models to analyze continuous outcomes in healthcare scenarios. Perfect for professionals looking to refine their skills in data interpretation and application within the medical field.

Jun 15th 2026

3 Weeks

Linear Regression Statistical Inference Statistical Modeling

Data Analysis: Statistical Modeling and Computation in Applications (edX)

EdX

MIT,MITx

Data Analysis: Statistical Modeling and Computation in Applications (edX)

Statistics & Data Analysis

Dive into the world of Data Analysis with this hands-on course that blends statistical theory with practical computation. This MITx MicroMasters program course is designed for those eager to explore how statistics and computation can be used together to analyze real-world data effectively. Whether you're new to data science or looking to deepen your expertise, this course will equip you with the skills needed to ask insightful questions and derive meaningful answers from data.

May 13th 2024

13-24 Weeks

Machine Learning Applications Computation

FutureLearn

University of Basel

Statistical Shape Modelling: Computing the Human Anatomy (FutureLearn)

Robotics & Computer Vision

Explore the fascinating world of Statistical Shape Modelling (SSM) with our free online course. Delve into the technology that underpins face recognition systems and advanced medical image analysis. This course will equip you with the knowledge to model human anatomy, a skill crucial for fields such as computer vision, surgical planning, and medical imaging.

Feb 21st 2022

5-12 Weeks

Computing Modeling Human Anatomy

Statistical Predictive Modelling and Applications (edX)

EdX

University of Edinburgh,EdinburghX

Statistical Predictive Modelling and Applications (edX)

Statistics & Data Analysis Business

Discover the power of statistical modeling in predicting outcomes with our online course. Gain expertise in linear and logistic regression, naive Bayes, and apply these techniques to solve real-world business problems using Python.

Jan 18th 2022

5-12 Weeks

Python Linear Regression Logistic Regression

Policy Analysis Using Interrupted Time Series (edX)

EdX

The University of British Columbia,UBCx

Policy Analysis Using Interrupted Time Series (edX)

Economics & Finance Social Sciences

Discover the fundamentals of policy evaluation through our in-depth course on Interrupted Time Series Analysis (ITS) and Regression Discontinuity Designs (RD). Gain expertise in analyzing and presenting policy impacts using routine data collection methods. This course is ideal for researchers, analysts, and professionals looking to enhance their skills in evaluating public policies effectively.

Self Paced

Self-Paced

Statistical Modeling Time Series Policy Analysis

Statistical Inference and Modeling for High-throughput Experiments (edX)

EdX

HarvardX,Harvard University

Statistical Inference and Modeling for High-throughput Experiments (edX)

Sci: Biology & Life Sciences Statistics & Data Analysis

Dive into Statistical Inference and Modeling for High-throughput Experiments to gain a deep understanding of statistical techniques applied to large-scale biological datasets. This course covers essential topics such as error rate controlling procedures, false discovery rates, q-values, and parametric modeling with applications in high-throughput data analysis.

Self Paced

Self-Paced

Statistics Modeling Statistical Inference

Machine Learning with Python: A Practical Introduction (edX)

EdX

IBM

Machine Learning with Python: A Practical Introduction (edX)

Statistics & Data Analysis Data Science

Embark on a practical journey into the world of Machine Learning with this hands-on Python course. Designed for beginners, it offers an in-depth exploration of both supervised and unsupervised learning methodologies, empowering you to harness data effectively and make accurate predictions.

Self Paced

Self-Paced

Python Machine Learning Regression