• 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 Washington

    Social Media Data Analytics

    Skills you'll gain: Social Media Analytics, Text Mining, Unstructured Data, Quantitative Research, Data Visualization, Statistical Analysis, Data Presentation, Data Analysis, Statistical Methods, Correlation Analysis, R (Software), Application Programming Interface (API), R Programming, Regression Analysis, Data Collection, Python Programming

    4.1 stars, 299 reviews, Intermediate, Course, 1 - 4 Weeks

    ★ 4.1 (299) · Intermediate · Course · 1 - 4 Weeks

    Category: Preview
    Preview
  • J

    Johns Hopkins University

    Differential Calculus through Data and Modeling

    Skills you'll gain: Calculus, Applied Mathematics, Data Modeling, Model Optimization, Estimation, Graphing, Mathematical Modeling, Data Analysis Software, Algebra, Cost Estimation, Mathematical Software, Linear Algebra, Trigonometry, General Mathematics, Advanced Mathematics, Analysis, Derivatives, Mathematical Theory & Analysis, Geometry, Data Analysis

    4.8 stars, 400 reviews, Intermediate, Specialization, 3 - 6 Months

    ★ 4.8 (400) · Intermediate · Specialization · 3 - 6 Months

    Status: Free trial
    Free trial
  • É

    École normale supérieure

    Approximation Algorithms Part I

    Skills you'll gain: Theoretical Computer Science, Combinatorics, Algorithms, Graph Theory, Operations Research, Linear Algebra, Applied Mathematics, Mathematical Modeling, Solution Design, Probability

    4.7 stars, 558 reviews, Mixed, Course, 1 - 3 Months

    ★ 4.7 (558) · Mixed · Course · 1 - 3 Months

    Category: Free
    Free
  • U

    University of Alberta

    Prediction and Control with Function Approximation

    Skills you'll gain: Reinforcement Learning, Machine Learning Methods, Deep Learning, Feature Engineering, Machine Learning Algorithms, Machine Learning, Supervised Learning, Artificial Neural Networks, Model Optimization, Algorithms, Linear Algebra

    4.8 stars, 851 reviews, Intermediate, Course, 1 - 3 Months

    ★ 4.8 (851) · Intermediate · Course · 1 - 3 Months

    Status: Free trial
    Free trial
  • N

    National Taiwan University

    Operations Research (2): Optimization Algorithms

    Skills you'll gain: Operations Research, Linear Algebra, Numerical Analysis, Applied Mathematics, Model Optimization, Algorithms, Program Implementation, Mathematical Software, Mathematical Modeling, Industrial Engineering, Calculus, Business Analytics

    4.9 stars, 162 reviews, Intermediate, Course, 1 - 3 Months

    ★ 4.9 (162) · Intermediate · Course · 1 - 3 Months

    Status: Free trial
    Free trial
  • J

    Johns Hopkins University

    GPU Programming

    Skills you'll gain: Artificial Neural Networks, Image Analysis, Event-Driven Programming, Scalability, Applied Machine Learning, Deep Learning, C and C++, Memory Management, Performance Tuning, C++ (Programming Language), Dataflow, Digital Signal Processing, Linear Algebra, Distributed Computing, Hardware Architecture, Programming Principles, Computer Architecture, System Programming, Program Development, Machine Learning

    3 stars, 212 reviews, Intermediate, Specialization, 3 - 6 Months

    ★ 3 (212) · Intermediate · Specialization · 3 - 6 Months

    Status: Free trial
    Free trial
    Category: Build toward a degree
    Build toward a degree
  • U

    University of Illinois Urbana-Champaign

    Investments II: Lessons and Applications for Investors

    Skills you'll gain: Investments, Investment Management, Portfolio Management, Return On Investment, Performance Analysis, Finance, Equities, Performance Measurement, Behavioral Economics, Tax Returns, Asset Management, Portfolio Risk, Financial Trading, Decision Making, Regression Analysis

    4.8 stars, 896 reviews, Intermediate, Course, 1 - 3 Months

    ★ 4.8 (896) · Intermediate · Course · 1 - 3 Months

    Status: Free trial
    Free trial
    Category: Build toward a degree
    Build toward a degree
  • M

    Macquarie University

    Container Technologies Foundations

    Skills you'll gain: Kubernetes, Containerization, Docker (Software), Cloud-Native Computing, DevOps, Microservices, Application Deployment, Cloud Computing, Virtual Machines, Cloud Technologies, Software Architecture, Vulnerability Assessments, Information Technology Architecture, Data Architecture, Security Software, Information Architecture, Software Development, Data Storage Technologies, Information Technology, Virtual Environment

    Beginner · Course · 1 - 3 Months

    Category: New
    New
    Category: Preview
    Preview
  • S

    SAS

    SAS Machine Learning Engineer

    Skills you'll gain: Model Deployment, MLOps (Machine Learning Operations), Data Preprocessing, Classification And Regression Tree (CART), Exploratory Data Analysis, Logistic Regression, Statistical Machine Learning, Model Evaluation, Model Training, Supervised Learning, Decision Tree Learning, Probability & Statistics, Data Processing, Statistical Software, Machine Learning Methods, Machine Learning Software, Process Modeling, Machine Learning, Correlation Analysis, Applied Machine Learning

    4.7 stars, 105 reviews, Advanced, Professional Certificate, 3 - 6 Months

    ★ 4.7 (105) · Advanced · Professional Certificate · 3 - 6 Months

    Status: Free trial
    Free trial
  • I

    IBM

    Unstructured Data Engineering for AI

    Skills you'll gain: Unstructured Data, Data Engineering, Data Cleansing, Responsible AI, Data Processing, Data Quality, Data Governance, Data Lakes, Text Mining, Data Capture, AI Workflows, Data Architecture, Document Management, Taxonomy, Retrieval-Augmented Generation, Metadata Management, Personally Identifiable Information, Information Architecture, Data Collection, Release Management

    Intermediate · Course · 1 - 3 Months

    Category: New
    New
    Status: Free trial
    Free trial
  • U

    University of California San Diego

    Designing, Running, and Analyzing Experiments

    Skills you'll gain: Statistical Analysis, Experimentation, Usability Testing, Usability, User Experience Design, Statistical Programming, Statistical Hypothesis Testing, Data Analysis, Statistical Methods, UI/UX Research, R Programming, User Experience, Data Collection, Human Computer Interaction, Statistics, Data Validation, Statistical Modeling, Regression Analysis, Logistic Regression

    3.6 stars, 596 reviews, Intermediate, Course, 1 - 3 Months

    ★ 3.6 (596) · Intermediate · Course · 1 - 3 Months

    Status: Free trial
    Free trial
  • S

    Sage Publications

    Statistics for Psychology

    Skills you'll gain: Research Design, Statistical Hypothesis Testing, Research, Science and Research, Statistical Methods, Research Methodologies, Quantitative Research, Probability & Statistics, Scientific Methods, Research and Design, Statistics, Sampling (Statistics), Correlation Analysis, Statistical Inference, Statistical Analysis, Statistical Modeling, General Science and Research, Sample Size Determination, Psychology, Data Analysis

    Beginner · Course · 3 - 6 Months

    Category: New
    New
    Category: Preview
    Preview
1…303132…110

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

  • Social Media Data Analytics: University of Washington
  • Differential Calculus through Data and Modeling: Johns Hopkins University
  • Approximation Algorithms Part I: École normale supérieure
  • Prediction and Control with Function Approximation: University of Alberta
  • Operations Research (2): Optimization Algorithms: National Taiwan University
  • GPU Programming: Johns Hopkins University
  • Investments II: Lessons and Applications for Investors: University of Illinois Urbana-Champaign
  • Container Technologies Foundations: Macquarie University
  • SAS Machine Learning Engineer: SAS
  • Unstructured Data Engineering for AI: IBM

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
© 2026 Coursera Inc. All rights reserved.
  • Coursera Facebook
  • Coursera Linkedin
  • Coursera Twitter
  • Coursera YouTube
  • Coursera Instagram
  • Coursera TikTok