• 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


  • E

    Edureka

    Applied Data Analytics

    Skills you'll gain: Power BI, Data Visualization, Data Analysis Expressions (DAX), Matplotlib, Plotly, Data Analysis, Exploratory Data Analysis, Seaborn, SQL, Pandas (Python Package), Probability & Statistics, Regression Analysis, Machine Learning, Statistical Hypothesis Testing, Python Programming, Data Transformation, Feature Engineering, Data Integration, NumPy, Web Scraping

    4.6 stars, 59 reviews, Intermediate, Specialization, 3 - 6 Months

    ★ 4.6 (59) · Intermediate · Specialization · 3 - 6 Months

    Status: Free trial
    Free trial
  • T

    The University of Melbourne

    Alternative Approaches to Valuation and Investment

    Skills you'll gain: Financial Statement Analysis, Financial Analysis, Portfolio Risk, Investments, Investment Management, Financial Statements, Business Valuation, Capital Budgeting, Portfolio Management, Risk Modeling, Return On Investment, Risk Management, Finance, Risk Analysis, Financial Market, Risk Appetite, Corporate Finance, Cost Estimation, Decision Making, Correlation Analysis

    4.7 stars, 320 reviews, Mixed, Course, 1 - 4 Weeks

    ★ 4.7 (320) · Mixed · Course · 1 - 4 Weeks

  • U

    University of Minnesota

    Matrix Methods

    Skills you'll gain: Dimensionality Reduction, Linear Algebra, Unsupervised Learning, Machine Learning Methods, Numerical Analysis, Mathematical Modeling, Applied Mathematics, Applied Machine Learning, Data Manipulation, Algorithms, Python Programming

    4.1 stars, 249 reviews, Intermediate, Course, 1 - 3 Months

    ★ 4.1 (249) · Intermediate · Course · 1 - 3 Months

    Category: Preview
    Preview
  • F

    Fractal Analytics

    Foundations of Machine Learning

    Skills you'll gain: Model Evaluation, Model Deployment, Applied Machine Learning, Machine Learning, Machine Learning Methods, Supervised Learning, Regression Analysis, Decision Tree Learning, Machine Learning Algorithms, Model Training, Feature Engineering, Data Preprocessing, Unsupervised Learning, Predictive Modeling, Model Optimization, Logistic Regression, Anomaly Detection, Classification Algorithms

    4.5 stars, 14 reviews, Beginner, Course, 1 - 3 Months

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

    Status: Free trial
    Free trial
  • 2

    28DIGITAL

    Data Science for Business Innovation

    Skills you'll gain: Data Strategy, Data-Driven Decision-Making, Big Data, Data Science, NoSQL, Data Modeling, Data Storage Technologies, Analytics, Business Analytics, Machine Learning Methods, Data Analysis, Risking, Data Literacy, Data Ethics, Machine Learning, Unsupervised Learning, Regression Analysis, Descriptive Analytics, Supervised Learning, Artificial Intelligence and Machine Learning (AI/ML)

    4.3 stars, 274 reviews, Beginner, Course, 1 - 4 Weeks

    ★ 4.3 (274) · Beginner · Course · 1 - 4 Weeks

    Category: Preview
    Preview
  • 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, Analysis, Data Analysis Software, Research, Model Evaluation, Data Modeling, Statistical Hypothesis Testing

    4.8 stars, 98 reviews, Mixed, Course, 3 - 6 Months

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

    Category: Free
    Free
  • U

    Universidad de los Andes

    Ciencia de datos​

    Skills you'll gain: Data Visualization, Data Ethics, Data Integration, Exploratory Data Analysis, Statistical Hypothesis Testing, Interactive Data Visualization, Statistical Visualization, Predictive Modeling, Correlation Analysis, Classification And Regression Tree (CART), Data Quality, Data Wrangling, Data Science, Jupyter, Data Analysis, Data Preprocessing, Statistical Machine Learning, Data Transformation, Supervised Learning, Machine Learning Methods

    4.7 stars, 587 reviews, Beginner, Specialization, 1 - 3 Months

    ★ 4.7 (587) · Beginner · Specialization · 1 - 3 Months

    Status: Free trial
    Free trial
  • F

    Fractal Analytics

    Python for Data Science

    Skills you'll gain: Feature Engineering, Data Wrangling, Exploratory Data Analysis, Matplotlib, Statistical Analysis, Plot (Graphics), Data Preprocessing, Statistical Methods, Seaborn, Data Science, Data Visualization Software, Data Manipulation, Data Processing, Data Cleansing, Data Analysis, Probability & Statistics, Data Transformation, Descriptive Statistics, Correlation Analysis, Statistical Hypothesis Testing

    4.1 stars, 166 reviews, Beginner, Course, 1 - 3 Months

    ★ 4.1 (166) · Beginner · Course · 1 - 3 Months

    Status: Free trial
    Free trial
  • M

    Macquarie University

    Statistics and Data Analysis with Excel

    Skills you'll gain: Data Visualization, Statistical Inference, Statistical Hypothesis Testing, Data-Driven Decision-Making, Descriptive Statistics, Statistical Analysis, Statistical Methods, Sampling (Statistics), Excel Formulas, Spreadsheet Software, Box Plots, Time Series Analysis and Forecasting, Data Analysis Software, Statistical Modeling, Advanced Analytics, Financial Forecasting, Probability Distribution, Descriptive Analytics, Variance Analysis, Predictive Modeling

    4.7 stars, 138 reviews, Beginner, Specialization, 3 - 6 Months

    ★ 4.7 (138) · Beginner · Specialization · 3 - 6 Months

    Status: Free trial
    Free trial
  • M

    Microsoft

    Microsoft Azure Machine Learning for Data Scientists

    Skills you'll gain: Responsible AI, Microsoft Azure, Unsupervised Learning, Databricks, MLOps (Machine Learning Operations), Applied Machine Learning, Classification Algorithms, Model Training, Regression Analysis, Scikit Learn (Machine Learning Library), Predictive Modeling, Model Deployment, Cloud Management, Machine Learning, Artificial Intelligence and Machine Learning (AI/ML), Model Evaluation, Supervised Learning, Machine Learning Algorithms, Data Pipelines, Data Transformation

    4.3 stars, 180 reviews, Intermediate, Course, 1 - 4 Weeks

    ★ 4.3 (180) · Intermediate · Course · 1 - 4 Weeks

    Status: Free trial
    Free trial
  • E

    Erasmus University Rotterdam

    Enjoyable Econometrics

    Skills you'll gain: Econometrics, Data Collection, Regression Analysis, Statistical Methods, Survey Creation, Data Compilation, Economics, Quantitative Research, Statistical Hypothesis Testing, Descriptive Statistics, Statistical Modeling, Correlation Analysis, Probability Distribution

    4.1 stars, 150 reviews, Beginner, Course, 1 - 3 Months

    ★ 4.1 (150) · Beginner · Course · 1 - 3 Months

    Category: Free
    Free
  • É

    École Polytechnique Fédérale de Lausanne

    Analyse numérique pour ingénieurs

    Skills you'll gain: Numerical Analysis, Differential Equations, Mathematical Software, Matlab, Calculus, Linear Algebra, Applied Mathematics, Mathematical Theory & Analysis, Integral Calculus, Experimentation, Algorithms, Derivatives

    4.5 stars, 110 reviews, Intermediate, Course, 1 - 3 Months

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

    Category: Preview
    Preview
1…414243…110

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

  • Applied Data Analytics: Edureka
  • Alternative Approaches to Valuation and Investment: The University of Melbourne
  • Matrix Methods: University of Minnesota
  • Foundations of Machine Learning: Fractal Analytics
  • Data Science for Business Innovation: 28DIGITAL
  • 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
  • Ciencia de datos​: Universidad de los Andes
  • Python for Data Science: Fractal Analytics
  • Statistics and Data Analysis with Excel: Macquarie University
  • Microsoft Azure Machine Learning for Data Scientists: Microsoft

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