• For Individuals
  • For Businesses
  • For Universities
  • For Governments
Degrees
​
Log In
Join for Free
  • Browse
  • 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


  • U

    University of Illinois Urbana-Champaign

    Pattern Discovery in Data Mining

    Skills you'll gain: Data Mining, Big Data, Text Mining, Unsupervised Learning, Spatial Data Analysis, Spatial Analysis, Advanced Analytics, Image Analysis, Algorithms, Model Evaluation, Correlation Analysis, Information Privacy

    ★ 4.3 (326) · Mixed · Course · 1 - 3 Months

    Status: Free Trial
    Free Trial
  • E

    EDHEC Business School

    Advanced Portfolio Construction and Analysis with Python

    Skills you'll gain: Portfolio Management, Portfolio Risk, Investment Management, Investments, Financial Modeling, Return On Investment, Risk Modeling, Estimation, Statistical Methods, Bayesian Statistics, Python Programming, Risk Analysis, Correlation Analysis, Time Series Analysis and Forecasting

    ★ 4.7 (514) · Intermediate · Course · 1 - 4 Weeks

    Status: Free Trial
    Free Trial
  • I

    IBM

    Machine Learning with Apache Spark

    Skills you'll gain: Apache Spark, Machine Learning, Generative AI, Model Evaluation, Supervised Learning, Apache Hadoop, Data Pipelines, Unsupervised Learning, Data Processing, Extract, Transform, Load, Predictive Modeling, Model Deployment, Classification Algorithms, Data Transformation, Regression Analysis

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

    Status: Free Trial
    Free Trial
  • T

    The Chinese University of Hong Kong

    Structural Equation Model and its Applications | 结构方程模型及其应用 (普通话)

    Skills you'll gain: Social Sciences, Statistical Analysis, Statistical Software, Statistical Modeling, Correlation Analysis, Statistical Methods, Advanced Analytics, Regression Analysis, Mathematical Modeling, Data Analysis Software, Research, Model Evaluation, Data Modeling

    ★ 4.8 (97) · Mixed · Course · 3 - 6 Months

    Category: Free
    Free
  • U

    University of Colorado Boulder

    Integral Calculus and Numerical Analysis for Data Science

    Skills you'll gain: Integral Calculus, Numerical Analysis, Calculus, Data Science, Applied Mathematics, Linear Algebra, Probability & Statistics, Derivatives

    ★ 4.6 (111) · Intermediate · Course · 1 - 4 Weeks

    Status: Free Trial
    Free Trial
  • I

    IBM

    Deep Learning and Reinforcement Learning

    Skills you'll gain: Autoencoders, Generative AI, Recurrent Neural Networks (RNNs), Convolutional Neural Networks, Reinforcement Learning, Generative Adversarial Networks (GANs), Generative Model Architectures, Artificial Intelligence and Machine Learning (AI/ML), Deep Learning, Unsupervised Learning, Machine Learning Methods, Transfer Learning, Model Optimization, Image Analysis, Artificial Neural Networks, Keras (Neural Network Library), Fine-tuning, Machine Learning, Artificial Intelligence, Computer Vision

    ★ 4.6 (304) · Intermediate · Course · 1 - 3 Months

    Status: Free Trial
    Free Trial
  • U

    Universidade de São Paulo

    UX / UI: Fundamentos para o design de interface

    Skills you'll gain: Usability Testing, Usability, User Interface and User Experience (UI/UX) Design, Wireframing, Information Architecture, User Interface (UI) Design, UI Components, User Experience Design, UI/UX Research, Prototyping, Interaction Design, User Research, Style Guides, Design Thinking, Layout Design, Web Content Accessibility Guidelines, Design Elements And Principles, Cross Platform Development, Verification And Validation

    ★ 4.5 (790) · Beginner · Course · 1 - 3 Months

    Category: Preview
    Preview
  • U

    University of Maryland, College Park

    Combining and Analyzing Complex Data

    Skills you'll gain: Data Synthesis, Statistical Analysis, Data Analysis Software, Statistical Software, STATA (Software), R (Software), Data Integration, Data Ethics, Stata, R Programming, Sampling (Statistics), Statistical Modeling, Statistical Methods, Descriptive Statistics, Regression Analysis, Logistic Regression, Informed Consent

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

    Status: Free Trial
    Free Trial
  • É

    École Polytechnique

    Aléatoire : une introduction aux probabilités - Partie 1

    Skills you'll gain: Probability, Probability Distribution, Probability & Statistics, Simulations, Statistical Methods, Advanced Mathematics, Interactive Data Visualization, Combinatorics, Mathematical Theory & Analysis, Sampling (Statistics), Calculus, Applied Mathematics, Correlation Analysis, Integral Calculus, Numerical Analysis

    ★ 4.5 (105) · Mixed · Course · 1 - 3 Months

    Category: Preview
    Preview
  • U

    University of Colorado Boulder

    Data Mining Foundations and Practice

    Skills you'll gain: Data Mining, Anomaly Detection, Unsupervised Learning, Data Warehousing, Machine Learning Methods, Supervised Learning, Data Pipelines, Data Preprocessing, Classification Algorithms, Data Processing, Data Modeling, Decision Tree Learning, Data Science, Data Management, Machine Learning Algorithms, Data Cleansing, Model Evaluation, Analytical Skills, Ideation, Exploratory Data Analysis

    ★ 4.1 (187) · Intermediate · Specialization · 1 - 3 Months

    Status: Free Trial
    Free Trial
    Category: Build toward a degree
    Build toward a degree
  • E

    ESSEC Business School

    Foundations of marketing analytics

    Skills you'll gain: Data-Driven Marketing, Marketing Analytics, Customer Analysis, Business Marketing, Advanced Analytics, Marketing Strategies, Business Analytics, Statistical Programming, Customer Insights, R Programming, R (Software), Customer Data Management, Data-Driven Decision-Making, Data Analysis Software, Target Market, Predictive Analytics, Statistical Analysis, Statistical Modeling, Predictive Modeling, Statistical Methods

    ★ 4.6 (762) · Mixed · Course · 1 - 3 Months

    Status: Free Trial
    Free Trial
  • T

    Tableau Learning Partner

    Data Analysis with Tableau

    Skills you'll gain: Exploratory Data Analysis, Tableau Software, Data Preprocessing, Statistical Visualization, Data Analysis, Descriptive Statistics, Predictive Analytics, Box Plots, Statistical Analysis, Scatter Plots, Data Visualization Software, Statistical Reporting, Trend Analysis, Analytics, Histogram, Data Manipulation, Regression Analysis, Correlation Analysis

    ★ 4.4 (114) · Beginner · Course · 1 - 4 Weeks

    Status: Free Trial
    Free Trial
1…454647…105

In summary, here are 10 of our most popular linear regression courses

  • Pattern Discovery in Data Mining: University of Illinois Urbana-Champaign
  • Advanced Portfolio Construction and Analysis with Python: EDHEC Business School
  • Machine Learning with Apache Spark: IBM
  • Structural Equation Model and its Applications | 结构方程模型及其应用 (普通话): The Chinese University of Hong Kong
  • Integral Calculus and Numerical Analysis for Data Science: University of Colorado Boulder
  • Deep Learning and Reinforcement Learning: IBM
  • UX / UI: Fundamentos para o design de interface: Universidade de São Paulo
  • Combining and Analyzing Complex Data: University of Maryland, College Park
  • Aléatoire : une introduction aux probabilités - Partie 1: École Polytechnique
  • Data Mining Foundations and Practice: University of Colorado Boulder

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
  • What We Offer
  • Leadership
  • Careers
  • Catalog
  • Coursera Plus
  • Professional Certificates
  • MasterTrack® Certificates
  • Degrees
  • For Enterprise
  • For Government
  • For Campus
  • Become a Partner
  • Social Impact
  • Free Courses
  • Udemy

Community

  • Learners
  • Partners
  • Beta Testers
  • Blog
  • The Coursera Podcast
  • Tech Blog

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
Logo of Certified B Corporation
© 2026 Coursera Inc. All rights reserved.
  • Coursera Facebook
  • Coursera Linkedin
  • Coursera Twitter
  • Coursera YouTube
  • Coursera Instagram
  • Coursera TikTok