• For Individuals
  • For Businesses
  • For Universities
  • For Governments
Degrees
​
Log In
Join for Free
  1. Categories
  2. Linear Regression

Linear Regression Courses

Linear regression courses can help you learn how to analyze relationships between variables, interpret coefficients, and evaluate model performance. You can build skills in data visualization, hypothesis testing, and making predictions based on data trends. Many courses introduce tools like Python, R, and Excel, that support implementing regression models and analyzing datasets effectively.

Popular Linear Regression Courses and Certifications


  • C

    Coursera

    Predict and Validate Regression Models in R

    Skills you'll gain: Regression Analysis, Predictive Modeling, Model Evaluation, Statistical Modeling, Predictive Analytics, R Programming, Statistical Methods, Verification And Validation, Plot (Graphics), Performance Metric

    Beginner · Course · 1 - 4 Weeks

  • S

    Simplilearn

    Supervised Learning Regression Classification Clustering

    Skills you'll gain: Supervised Learning, Data Modeling, Unsupervised Learning, Applied Machine Learning, Data Analysis, Regression Analysis, Machine Learning Methods, Classification Algorithms, Machine Learning Algorithms, Machine Learning, Decision Tree Learning, Logistic Regression, Random Forest Algorithm

    Beginner · Course · 1 - 4 Weeks

  • E

    EDUCBA

    Regression & Forecasting for Data Scientists using Python

    Skills you'll gain: Time Series Analysis and Forecasting, Exploratory Data Analysis, Model Evaluation, Feature Engineering, Data Preprocessing, Forecasting, Regression Analysis, Python Programming, Data Analysis, Predictive Modeling

    4.5 stars, 43 reviews, Intermediate, Course, 1 - 4 Weeks

    ★ 4.5 (43) · Intermediate · Course · 1 - 4 Weeks

  • U

    University of Minnesota

    Optimization for Decision Making

    Skills you'll gain: Mathematical Modeling, Business Analytics, Analytics, Data-Driven Decision-Making, Model Optimization, Microsoft Excel, Decision Making, Spreadsheet Software, Graphing

    4.7 stars, 91 reviews, Beginner, Course, 1 - 4 Weeks

    ★ 4.7 (91) · Beginner · Course · 1 - 4 Weeks

  • D

    Duke University

    Data Modeling and Prediction with R

    Skills you'll gain: Data-Driven Decision-Making, Logistic Regression, Statistical Modeling, Model Evaluation, Predictive Modeling, Regression Analysis, R Programming, Data Modeling, Statistical Hypothesis Testing, Statistical Inference, R (Software)

    4.7 stars, 6 reviews, Beginner, Course, 1 - 4 Weeks

    ★ 4.7 (6) · Beginner · Course · 1 - 4 Weeks

  • J

    Johns Hopkins University

    Linear Algebra: Linear Systems and Matrix Equations

    Skills you'll gain: Linear Algebra, Geometry

    4.6 stars, 186 reviews, Beginner, Course, 1 - 4 Weeks

    ★ 4.6 (186) · Beginner · Course · 1 - 4 Weeks

  • U

    University of Colorado Boulder

    Generalized Linear Models and Nonparametric Regression

    Skills you'll gain: Statistical Modeling, R Programming, Data Analysis, Data Ethics, Regression Analysis, Machine Learning, Logistic Regression, Model Evaluation, Linear Algebra, Classification Algorithms, Calculus

    4.2 stars, 26 reviews, Intermediate, Course, 1 - 4 Weeks

    ★ 4.2 (26) · Intermediate · Course · 1 - 4 Weeks

    Category: Build toward a degree
    Build toward a degree
  • W

    Wesleyan University

    Machine Learning for Data Analysis

    Skills you'll gain: Decision Tree Learning, Predictive Modeling, Model Evaluation, Random Forest Algorithm, Applied Machine Learning, Predictive Analytics, Machine Learning Methods, Unsupervised Learning, Machine Learning Algorithms, Machine Learning, Data Analysis, Exploratory Data Analysis, Regression Analysis, Python Programming

    4.2 stars, 330 reviews, Mixed, Course, 1 - 4 Weeks

    ★ 4.2 (330) · Mixed · Course · 1 - 4 Weeks

  • A

    Arizona State University

    Probability, Statistical Inference and Regression Analysis

    Skills you'll gain: Statistics, Probability & Statistics, Analytics, Estimation

    Intermediate · Course · 1 - 3 Months

  • J

    Johns Hopkins University

    Advanced Linear Models for Data Science 2: Statistical Linear Models

    Skills you'll gain: Regression Analysis, Linear Algebra, R Programming, Probability Distribution, Statistical Modeling, Statistical Analysis, Statistics

    4.6 stars, 109 reviews, Advanced, Course, 1 - 4 Weeks

    ★ 4.6 (109) · Advanced · Course · 1 - 4 Weeks

  • U

    University of Colorado Boulder

    Essential Linear Algebra for Data Science

    Skills you'll gain: Linear Algebra, Data Science, Statistical Methods, Algebra, Numerical Analysis

    4.5 stars, 194 reviews, Intermediate, Course, 1 - 3 Months

    ★ 4.5 (194) · Intermediate · Course · 1 - 3 Months

  • M

    MathWorks

    Predictive Modeling and Machine Learning with MATLAB

    Skills you'll gain: Supervised Learning, Model Evaluation, Classification Algorithms, Model Training, Machine Learning Methods, Applied Machine Learning, Matlab, Regression Analysis, Model Optimization, Data Preprocessing, Predictive Modeling, Machine Learning, Feature Engineering

    4.8 stars, 121 reviews, Beginner, Course, 1 - 4 Weeks

    ★ 4.8 (121) · Beginner · Course · 1 - 4 Weeks

1…456…104

Skills you can learn in Probability And Statistics

R Programming (19)
Inference (16)
Linear Regression (12)
Statistical Analysis (12)
Statistical Inference (11)
Regression Analysis (10)
Biostatistics (9)
Bayesian (7)
Logistic Regression (7)
Probability Distribution (7)
Bayesian Statistics (6)
Medical Statistics (6)

Other topics to explore

Arts and Humanities
338 courses
Business
1095 courses
Computer Science
668 courses
Data Science
425 courses
Information Technology
145 courses
Health
471 courses
Math and Logic
70 courses
Personal Development
137 courses
Physical Science and Engineering
413 courses
Social Sciences
401 courses
Language Learning
150 courses

Coursera Footer

Skills

  • Accounting
  • Artificial Intelligence (AI)
  • Cybersecurity
  • Data Analytics
  • Digital Marketing
  • Human Resources (HR)
  • Microsoft Excel
  • Project Management
  • Python
  • SQL

Professional Certificates

  • Google AI Certificate
  • Google Cybersecurity Certificate
  • Google Data Analytics Certificate
  • Google IT Support Certificate
  • Google Project Management Certificate
  • Google UX Design Certificate
  • IBM AI Engineering Certificate
  • IBM AI Product Manager Certificate
  • IBM Data Science Certificate
  • Intuit Academy Bookkeeping Certificate

Courses & Specializations

  • AI Essentials Specialization
  • AI For Business Specialization
  • AI For Everyone Course
  • AI in Healthcare Specialization
  • Deep Learning Specialization
  • Excel Skills for Business Specialization
  • Financial Markets Course
  • Machine Learning Specialization
  • Prompt Engineering for ChatGPT Course
  • Python for Everybody Specialization

Career Resources

  • Career Aptitude Test
  • CAPM Certification Requirements
  • CompTIA A+ Certification Requirements
  • CompTIA Security+ Certification Requirements
  • Essential IT Certifications
  • High-Income Skills to Learn
  • How to Learn Artificial Intelligence
  • PMP Certification Requirements
  • Popular Cybersecurity Certifications
  • Share your Coursera learning story

Coursera

  • About
  • Leadership
  • Careers
  • Catalog
  • Coursera Plus
  • Professional Certificates
  • Degrees
  • For Enterprise
  • For Government
  • For Campus
  • Become a Partner
  • Udemy

Community

  • Learners
  • Partners
  • Beta Testers
  • Free Courses
  • Blog
  • The Coursera Podcast
  • Tech Blog
  • Social Impact

More

  • Press
  • Investors
  • Terms
  • Privacy
  • Help
  • Accessibility
  • Contact
  • Articles
  • Directory
  • Affiliates
  • Modern Slavery Statement
  • Do Not Sell/Share
Learn Anywhere
Download on the App Store
Get it on Google Play
© 2026 Coursera Inc. All rights reserved.
  • Coursera Facebook
  • Coursera Linkedin
  • Coursera Twitter
  • Coursera YouTube
  • Coursera Instagram
  • Coursera TikTok