• For Individuals
  • For Businesses
  • For Universities
  • For Governments
Coursera
  • Log In
  • Join for Free
    Coursera
    • Browse
    • Linear Regression

    Linear Regression Courses Online

    Explore linear regression for statistical modeling. Learn to analyze relationships between variables and make predictions based on data.

    Skip to search results

    Filter by

    Subject
    Required
     *

    Language
    Required
     *

    The language used throughout the course, in both instruction and assessments.

    Learning Product
    Required
     *

    Level
    Required
     *

    Duration
    Required
     *

    Skills
    Required
     *

    Subtitles
    Required
     *

    Educator
    Required
     *

    Explore the Linear Regression Course Catalog

    • Status: Free Trial
      Free Trial
      A

      Arizona State University

      Design of Experiments

      Skills you'll gain: Experimentation, Sample Size Determination, Regression Analysis, Research Design, Statistical Analysis, Probability Distribution, Statistical Methods, Scientific Methods, Statistical Visualization, Data Analysis, Descriptive Statistics, Probability & Statistics, Statistical Modeling, Quantitative Research, Exploratory Data Analysis, Statistical Hypothesis Testing, Process Analysis, Statistical Software, Mathematical Modeling, Variance Analysis

      4.7
      Rating, 4.7 out of 5 stars
      ·
      366 reviews

      Beginner · Specialization · 3 - 6 Months

    • Status: Preview
      Preview
      M

      McMaster University

      Experimentation for Improvement

      Skills you'll gain: Experimentation, Process Improvement and Optimization, Statistical Analysis, A/B Testing, Analytical Skills, Process Optimization, Data Analysis, Regression Analysis, R Programming, Statistical Methods, Statistical Modeling

      4.9
      Rating, 4.9 out of 5 stars
      ·
      923 reviews

      Intermediate · Course · 1 - 3 Months

    • C

      Coursera Project Network

      Logistic Regression with NumPy and Python

      Skills you'll gain: Matplotlib, NumPy, Exploratory Data Analysis, Data Visualization, Seaborn, Python Programming, Data Analysis, Applied Machine Learning, Statistical Analysis, Data Science, Algorithms, Machine Learning, Supervised Learning

      4.5
      Rating, 4.5 out of 5 stars
      ·
      394 reviews

      Beginner · Guided Project · Less Than 2 Hours

    • Status: Free Trial
      Free Trial
      É

      École Polytechnique Fédérale de Lausanne

      Digital Signal Processing 1: Basic Concepts and Algorithms

      Skills you'll gain: Digital Communications, Engineering Analysis, Linear Algebra, Electrical Engineering, Engineering Calculations, Mathematical Modeling, Applied Mathematics, Telecommunications, Numerical Analysis, Electronics, Time Series Analysis and Forecasting, Algorithms, Trigonometry, Electronics Engineering

      4.5
      Rating, 4.5 out of 5 stars
      ·
      624 reviews

      Intermediate · Course · 1 - 4 Weeks

    • Status: Free Trial
      Free Trial
      J

      Johns Hopkins University

      Mathematical Biostatistics Boot Camp 1

      Skills you'll gain: Data Visualization, Probability & Statistics, Data Analysis, Bayesian Statistics, Statistics, Statistical Analysis, Biostatistics, Statistical Methods, Probability, Statistical Inference, Probability Distribution, Statistical Hypothesis Testing, Correlation Analysis

      4.4
      Rating, 4.4 out of 5 stars
      ·
      517 reviews

      Mixed · Course · 1 - 4 Weeks

    • Status: Free Trial
      Free Trial
      U

      University of Minnesota

      Introduction to Predictive Modeling

      Skills you'll gain: Predictive Modeling, Time Series Analysis and Forecasting, Regression Analysis, Predictive Analytics, Forecasting, Microsoft Excel, Statistical Methods, Data Transformation, Data Cleansing

      4.8
      Rating, 4.8 out of 5 stars
      ·
      137 reviews

      Mixed · Course · 1 - 4 Weeks

    • Status: Free Trial
      Free Trial
      M

      MathWorks

      Practical Data Science with MATLAB

      Skills you'll gain: Data Storytelling, Feature Engineering, Data Visualization, Supervised Learning, Data Analysis, Interactive Data Visualization, Exploratory Data Analysis, Dimensionality Reduction, Data Import/Export, Applied Machine Learning, Data Visualization Software, Data Processing, Regression Analysis, Data Science, Predictive Modeling, Matlab, Data Manipulation, Classification And Regression Tree (CART), Machine Learning, Technical Communication

      4.8
      Rating, 4.8 out of 5 stars
      ·
      1K reviews

      Beginner · Specialization · 3 - 6 Months

    • Status: Free Trial
      Free Trial
      J

      Johns Hopkins University

      Precalculus through Data and Modelling

      Skills you'll gain: Mathematical Modeling, Graphing, Data Analysis, Trigonometry, R Programming, Algebra, Regression Analysis, Correlation Analysis, Applied Mathematics, Statistical Analysis, Systems Of Measurement, Geometry

      4.7
      Rating, 4.7 out of 5 stars
      ·
      310 reviews

      Beginner · Specialization · 3 - 6 Months

    • Status: Free Trial
      Free Trial
      J

      Johns Hopkins University

      Linear Algebra: Orthogonality and Diagonalization

      Skills you'll gain: Linear Algebra, Image Analysis, Applied Machine Learning, Applied Mathematics, Geometry, Algebra, Numerical Analysis

      4.9
      Rating, 4.9 out of 5 stars
      ·
      41 reviews

      Intermediate · Course · 1 - 4 Weeks

    • Status: Preview
      Preview
      L

      Ludwig-Maximilians-Universität München (LMU)

      Computers, Waves, Simulations: A Practical Introduction to Numerical Methods using Python

      Skills you'll gain: Finite Element Methods, Numerical Analysis, Jupyter, NumPy, Applied Mathematics, Differential Equations, Simulations, Mathematical Modeling, Python Programming, Calculus, Linear Algebra

      4.8
      Rating, 4.8 out of 5 stars
      ·
      386 reviews

      Intermediate · Course · 1 - 3 Months

    • Status: Free Trial
      Free Trial
      U

      University of Illinois Urbana-Champaign

      Accounting Data Analytics

      Skills you'll gain: Machine Learning Algorithms, Data Visualization, Excel Macros, Matplotlib, Interactive Data Visualization, Time Series Analysis and Forecasting, Unsupervised Learning, Data Processing, Regression Analysis, Tableau Software, Text Mining, Pandas (Python Package), Database Management, Seaborn, Scikit Learn (Machine Learning Library), Data Transformation, Applied Machine Learning, Machine Learning, Exploratory Data Analysis, Python Programming

      Build toward a degree

      4.7
      Rating, 4.7 out of 5 stars
      ·
      564 reviews

      Intermediate · Specialization · 3 - 6 Months

    • Status: Free Trial
      Free Trial
      U

      University of Washington

      Machine Learning: Classification

      Skills you'll gain: Classification And Regression Tree (CART), Supervised Learning, Applied Machine Learning, Predictive Modeling, Machine Learning Algorithms, Statistical Machine Learning, Machine Learning, Feature Engineering, Scalability, Probability & Statistics, Data Cleansing, Algorithms

      4.7
      Rating, 4.7 out of 5 stars
      ·
      3.7K reviews

      Mixed · Course · 1 - 3 Months

    Linear Regression learners also search

    Regression
    Linear Programming
    Regression Analysis
    Linear Algebra
    Regression Models
    Logistic Regression
    Predictive Modeling
    Statistical Modeling
    1…202122…79

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

    • Design of Experiments: Arizona State University
    • Experimentation for Improvement: McMaster University
    • Logistic Regression with NumPy and Python: Coursera Project Network
    • Digital Signal Processing 1: Basic Concepts and Algorithms: École Polytechnique Fédérale de Lausanne
    • Mathematical Biostatistics Boot Camp 1: Johns Hopkins University
    • Introduction to Predictive Modeling: University of Minnesota
    • Practical Data Science with MATLAB: MathWorks
    • Precalculus through Data and Modelling: Johns Hopkins University
    • Linear Algebra: Orthogonality and Diagonalization: Johns Hopkins University
    • Computers, Waves, Simulations: A Practical Introduction to Numerical Methods using Python: Ludwig-Maximilians-Universität München (LMU)

    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

    Technical Skills

    • ChatGPT
    • Coding
    • Computer Science
    • Cybersecurity
    • DevOps
    • Ethical Hacking
    • Generative AI
    • Java Programming
    • Python
    • Web Development

    Analytical Skills

    • Artificial Intelligence
    • Big Data
    • Business Analysis
    • Data Analytics
    • Data Science
    • Financial Modeling
    • Machine Learning
    • Microsoft Excel
    • Microsoft Power BI
    • SQL

    Business Skills

    • Accounting
    • Digital Marketing
    • E-commerce
    • Finance
    • Google
    • Graphic Design
    • IBM
    • Marketing
    • Project Management
    • Social Media Marketing

    Career Resources

    • Essential IT Certifications
    • High-Income Skills to Learn
    • How to Get a PMP Certification
    • How to Learn Artificial Intelligence
    • Popular Cybersecurity Certifications
    • Popular Data Analytics Certifications
    • What Does a Data Analyst Do?
    • Career Development Resources
    • Career Aptitude Test
    • 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
    • ECTS Credit Recommendations

    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
    • Manage Cookie Preferences
    Learn Anywhere
    Download on the App Store
    Get it on Google Play
    Logo of Certified B Corporation
    © 2025 Coursera Inc. All rights reserved.
    • Coursera Facebook
    • Coursera Linkedin
    • Coursera Twitter
    • Coursera YouTube
    • Coursera Instagram
    • Coursera TikTok