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15 Best Linear Regression Courses on Coursera

We compared 15 Linear Regression courses currently listed on Coursera, priced from $9.99 to $99.00. 7 come from a named university or institution, including Imperial College London, University of Michigan and IBM. They are ordered by our CourseAsk score, which is built from how thoroughly each course describes what it teaches, whether it comes from a named institution, and how it compares on price — not from star ratings, which our course data does not include.

Courses compared
15
Price range
$9.99 – $99.00
Providers
Coursera
Last updated
18 Sep 2026
How these 15 courses were chosen

Every course below is a real, currently listed course from Coursera, matched to "linear regression" by our catalog and ordered by our CourseAsk score. Courses whose own title names the topic rank above those only tagged with it.

The grade on each entry scores how much the provider publishes about the course before you pay — the length and detail of the description, whether it lists learning outcomes and objectives — and whether a named university or institution stands behind it. A is fully documented and institution-backed; E is little more than a title and a price. Courses with almost nothing published are left ungraded rather than marked down, because an unknown course and a poor one are not the same thing.

There are no star ratings on this page — the course feeds we license do not include them, and we would rather leave a column out than fill it with a number we cannot stand behind. What we do have is price: these range from $9.99 to $99.00, as listed by the provider when we last updated the page.

  1. 1
    Coursera MOOC / Non-credit Grade A University-backed

    Linear Regression in R for Public Health

    Offered by Imperial College London

    Welcome to Linear Regression in R for Public Health! Public Health has been defined as “the art and science of preventing disease, prolonging life and promoting health through the organized efforts of society”. Knowing w...

    $49.00
    listed price
  2. 2
    Coursera MOOC / Non-credit Grade B University-backed

    Linear Regression Modeling for Health Data

    Offered by University of Michigan

    This course provides learners with a first look at the world of statistical modeling. It begins with a high-level overview of different philosophies on the question of 'what is a statistical model' and introduces learner...

    $49.00
    listed price
  3. 3
    Coursera MOOC / Non-credit Grade B

    Python: Master House Price Prediction with Linear Regression

    Offered by EDUCBA

    Master the complete workflow of house price prediction with linear regression in Python through a practical, project-based learning experience. In this course, you will learn how to prepare housing datasets, apply data p...

    $49.00
    listed price
  4. 4
    Coursera MOOC / Non-credit Grade B

    Linear Regression & Predictive Modeling with SPSS

    Offered by EDUCBA

    Master the fundamentals and practical applications of linear regression while building predictive models using SPSS and Excel. In this hands-on course, you will learn how to construct regression models, interpret statist...

    $49.00
    listed price
  5. 5
    Coursera MOOC / Non-credit Grade B

    Introduction to Linear Regression Training

    Offered by Simplilearn

    This foundational course on linear regression equips you with the essential knowledge and hands-on skills to build predictive models. Begin with core ML concepts and algorithms, then progress to simple and multiple linea...

    $49.00
    listed price
  6. 6
    Coursera MOOC / Non-credit Grade B

    Linear Regression with R: Build & Optimize

    Offered by EDUCBA

    Build a strong foundation in Linear Regression with R and learn how to develop, evaluate, and optimize predictive models for data-driven decision-making. This course takes you through a structured learning journey, begin...

    $49.00
    listed price
  7. 7
    Coursera MOOC / Non-credit Grade C Lowest price here

    Building Statistical Models in R: Linear Regression

    Offered by Coursera

    Welcome to this project-based course Building Statistical Models in R: Linear Regression. This is a hands-on project that introduces beginners to the world of statistical modeling. In this project, you will learn the bas...

    $9.99
    listed price
  8. 8
    Coursera MOOC / Non-credit Grade C

    Simple Linear Regression for the Absolute Beginner

    Offered by Coursera

    Hello everyone and welcome to this hands-on guided project on simple linear regression for the absolute beginner. In simple linear regression, we predict the value of one variable Y based on another variable X. X is call...

    $9.99
    listed price
  9. 9
    Coursera Certificate Grade A University-backed

    AI Workflow: Machine Learning, Visual Recognition and NLP

    Offered by IBM

    This is the fourth course in the IBM AI Enterprise Workflow Certification specialization.    You are STRONGLY encouraged to complete these courses in order as they are not individual independent courses, but part of a wo...

    $99.00
    listed price
  10. 10
    Coursera MOOC / Non-credit Grade A University-backed

    Introduction to Predictive Modeling

    Offered by University of Minnesota

    Welcome to Introduction to Predictive Modeling, the first course in the University of Minnesota’s Analytics for Decision Making specialization. This course will introduce to you the concepts, processes, and applications...

    $49.00
    listed price
  11. 11
    Coursera MOOC / Non-credit Grade A University-backed

    Regression Modeling in Practice

    Offered by Wesleyan University

    This course focuses on one of the most important tools in your data analysis arsenal: regression analysis. Using either SAS or Python, you will begin with linear regression and then learn how to adapt when two variables...

    $79.00
    listed price
  12. 12
    Coursera MOOC / Non-credit Grade A University-backed

    Mathematics for Machine Learning: Multivariate Calculus

    Offered by Imperial College London

    This course offers a brief introduction to the multivariate calculus required to build many common machine learning techniques. We start at the very beginning with a refresher on the “rise over run” formulation of a slop...

    $49.00
    listed price
  13. 13
    Coursera MOOC / Non-credit Grade A University-backed

    Quantifying Relationships with Regression Models

    Offered by Johns Hopkins University

    This course will introduce you to the linear regression model, which is a powerful tool that researchers can use to measure the relationship between multiple variables. We’ll begin by exploring the components of a bivari...

    $49.00
    listed price
  14. 14
    Coursera MOOC / Non-credit Grade A University-backed

    Statistics and Applied Data Analysis

    Offered by University of Colorado Boulder

    A comprehensive understanding of statistics and data analysis is paramount for the fields of data science, data analytics, and machine learning. In the first course of this specialization, you will learn traditional and...

    $49.00
    listed price
  15. 15
    Coursera MOOC / Non-credit Grade A University-backed

    Statistical Analysis with R for Public Health

    Offered by Imperial College London

    Statistics are everywhere. The probability it will rain today. Trends over time in unemployment rates. The odds that India will win the next cricket world cup. In sports like football, they started out as a bit of fun bu...

    $49.00
    listed price

Best Linear Regression Courses on Coursera compared

# Course Provider Offered by Price
1 Linear Regression in R for Public Health Coursera Imperial College London $49.00 View →
2 Linear Regression Modeling for Health Data Coursera University of Michigan $49.00 View →
3 Python: Master House Price Prediction with Linear Regression Coursera EDUCBA $49.00 View →
4 Linear Regression & Predictive Modeling with SPSS Coursera EDUCBA $49.00 View →
5 Introduction to Linear Regression Training Coursera Simplilearn $49.00 View →
6 Linear Regression with R: Build & Optimize Coursera EDUCBA $49.00 View →
7 Building Statistical Models in R: Linear Regression Coursera Coursera $9.99 View →
8 Simple Linear Regression for the Absolute Beginner Coursera Coursera $9.99 View →
9 AI Workflow: Machine Learning, Visual Recognition and NLP Coursera IBM $99.00 View →
10 Introduction to Predictive Modeling Coursera University of Minnesota $49.00 View →
11 Regression Modeling in Practice Coursera Wesleyan University $79.00 View →
12 Mathematics for Machine Learning: Multivariate Calculus Coursera Imperial College London $49.00 View →
13 Quantifying Relationships with Regression Models Coursera Johns Hopkins University $49.00 View →
14 Statistics and Applied Data Analysis Coursera University of Colorado Boulder $49.00 View →
15 Statistical Analysis with R for Public Health Coursera Imperial College London $49.00 View →

Prices shown are the provider's listed price when we last updated this page. Confirm on their site before enrolling.

What the prices here tell you

The 15 priced courses on this page run from $9.99 to $99.00, with the middle of the range around $49.00 — a spread of $89.01. The options are closely priced, so cost is unlikely to be your deciding factor. A higher price on this page usually reflects who is behind the course rather than how much material it contains, so it is worth opening two or three at different price points and comparing their syllabus before deciding.

Who is behind these courses

These courses come from Coursera. Everything on this page is sold on the one platform, so the buying experience is the same whichever you pick. 7 of these are produced by a named university or institution, including Imperial College London, University of Michigan and IBM — which usually means a fixed syllabus and a recognised certificate, rather than an individual instructor’s own course.

Before you enrol

Open the provider’s own page and check three things this comparison cannot tell you: when the course was last updated, what the syllabus actually covers in its later sections, and what recent learners say. Prices shown here are the provider’s listed price when we last rebuilt this page on 18 September 2026 — they change often, and a promotion can move them substantially. We earn a commission if you enrol through our links, which costs you nothing and never affects the order courses appear in.

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