Free Online Linear Regression Courses & MOOCs

Coursera

University of Minnesota

Introduction to Predictive Modeling (Coursera)

Statistics & Data Analysis Data Science

Embark on a journey into the world of predictive analytics with 'Introduction to Predictive Modeling.' This foundational course, part of Coursera's Analytics for Decision Making specialization, will equip you with the skills needed to harness linear regression and time series forecasting models. Master these techniques using Microsoft Excel, an essential tool for data analysis.

Oct 12th 2026

4 Weeks

Linear Regression Forecasting Predictive Analytics

Coursera

University of Colorado Boulder

Modern Regression Analysis in R (Coursera)

Statistics & Data Analysis Data Science

Dive into the world of statistical modeling with our 'Modern Regression Analysis in R' course. Learn foundational tools essential for data scientists, including linear models, parameter estimation, residual analysis, and strategies for variable selection. Perfect for beginners and professionals looking to refine their analytical skills.

Oct 12th 2026

5-12 Weeks

Linear Regression R Programming Regression Analysis

Coursera

IBM

Data Science with R - Capstone Project (Coursera)

Statistics & Data Analysis Data Science

Embark on an advanced journey into data science as you apply your learned skills to a hands-on capstone project using the powerful R programming language. This course will challenge you to collect, analyze, test hypotheses, visualize, and model real-world datasets, equipping you with practical experience in data science applications.

Oct 12th 2026

5-12 Weeks

Linear Regression Data Science Exploratory Data Analysis

Coursera

Data Analytics Methods for Marketing (Coursera)

Marketing & Communication Business

Dive into the world of Data Analytics Methods for Marketing on Coursera. This course equips you with essential skills to leverage data effectively in your marketing strategies. From understanding audience behavior through segmentation and clustering to applying linear regression for accurate forecasts and assessing advertising effectiveness via experiments, this program is designed to transform how you approach marketing analytics.

Oct 12th 2026

4 Weeks

Planning Marketing Data Analysis

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.

Oct 12th 2026

5-12 Weeks

Regression Classification Data Analysis

Coursera

Howard University

Building Regression Models with Linear Algebra (Coursera)

CS: Software Engineering CS: Programming

Embark on a journey into the world of regression models with this insightful course. From understanding different types of regression to applying the Method of Least Squares manually and programmatically using Python, you'll gain a deep understanding of how linear regression can be used to identify patterns in scenarios. Start building your predictive modeling skills today!

Oct 12th 2026

4 Weeks

Python Linear Algebra Linear Regression

Coursera

University of Colorado Boulder

Regression Analysis (Coursera)

Statistics & Data Analysis Data Science

Dive into 'Regression Analysis' - a foundational course that unravels the mysteries behind one of the most powerful predictive modeling tools. From basic principles to advanced applications, this course will guide you through understanding, implementing, and evaluating regression models effectively.

Oct 12th 2026

5-12 Weeks

Regression Linear Regression Polynomial Regression

Coursera

Fractal Analytics

Foundations of Machine Learning (Coursera)

Statistics & Data Analysis Data Science

Discover the power of machine learning with our foundational course designed to equip you with essential skills in algorithm development, data analysis, and model evaluation. Whether you're a beginner or looking to deepen your understanding, this course breaks down complex topics into manageable lessons, ensuring you build a strong foundation for future advancements in AI.

Oct 12th 2026

5-12 Weeks

Machine Learning Linear Regression Logistic Regression

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.

Oct 12th 2026

5-12 Weeks

Classification Linear Regression Logistic Regression