Linear regression is considered to be an algorithm that gives us a linear relationship between the two variables (independent and dependent). Linear regression is used to predict the outcome of future events. It is a statistical method that is used in both data science and machine learning for predictive analysis. Here the independent variable is also the predictor or explanatory variable. It remains unchanged as other variables change. But know that the dependent variable changes whenever there are any fluctuations in the independent variable. Below you can find the list of Best + Free Linear Regression Courses with Certificates.

#	Course Name	University/Organization	Ratings	Duration
1.	Data Analysis – What is Linear Regression?	Skill Share	—	1.5 Hours
2.	Linear Regression Data Science by Harvard University	Harvard University	—	16 Hours
3.	Machine Learning & AI Foundations: Linear Regression	LinkedIn Learning	★★★★★ 4.5	04 Hours
4.	Getting started with Linear Regression	Udemy	★★★★★ 4.8	01 Hour
5.	Linear Regression and Modeling	Duke University	★★★★★ 4.8	10 Hours
6.	Understanding and Applying Linear Regression	Pluralsight	★★★★☆ 4.0	04 Hours
7.	Machine Learning Linear Regression Case Study	Udemy	★★★★☆ 4.0	01 Hour
8.	Linear Regression in R for Public Health by Imperial College London	Imperial College London	★★★★★ 4.8	14 Hours
9.	Linear Regression for Business Statistics	RICE University	★★★★★ 4.8	27 Hours
10.	Linear Regression with NumPy and Python – Guided Project	Coursera	★★★★★ 4.5	1.5 Hours

In order to help our readers in taking a knowledgeable learning decision, TakeThisCourse.net has introduced a metric to measure the effectiveness of an online course. Learn more about how we measure an online course effectiveness.

Best + Free Linear Regression Courses with Certificates

Data Analysis – What is Linear Regression?

- - Franz Buscha via Skill Share
  - 127+ already enrolled!
  - 1.5 Hours of effort required!

Data Analysis - What is Linear Regression.

Online Course Effectiveness Score
Content	Engagement	Practice	Career Benefit
Good ★★★★☆	Good ★★★★☆	Fair ★★★☆☆	Fair ★★★☆☆

In this class, the instructor will give a detailed introduction to Regression in Data Analysis. The instructor will talk about the new methods and techniques in linear regression which can often be a daunting experience.

The best thing about this class is its focus on explaining and helping learners apply linear regression in data analysis. The class also focuses on the application and interpretation of regression in data analysis.
This class is for those who wish to understand what regression is and how Ordinary Least Squares (OLS) work.

Linear Regression Data Science by Harvard University

- - Harvard University via edX
  - 16 Hours of effort required!
  - Study Type: Self-paced

In this engaging class, the instructor will explain how to use R to implement linear regression which is known to be one of the most common statistical modeling approaches in data science.

The reason why we chose this class is its focus on explaining how to examine the relationships between variables by implementing linear regression in R. You will also learn what confounding is and how it can be detected.
This class is for those who wish to understand everything there is about linear regression.

Machine Learning & AI Foundations: Linear Regression

- - Keith McCormick via LinkedIn Learning
  - 50,800+ already enrolled!
  - ★★★★★ (71 Ratings)

Machine Learning & AI Foundations - Linear Regression

Online Course Effectiveness Score
Content	Engagement	Practice	Career Benefit
Excellent ★★★★★	Good ★★★★☆	Fair ★★★☆☆	Fair ★★★☆☆

In this intermediate-level course, the instructor will disclose the different concepts that are behind the most important linear regression techniques. You will be taught how to use all of them efficiently.

The best thing about this course is its focus on explaining different concepts using IBM SPSS Statistics. You will be taught how to interpret regression coefficients in detail.
This course is for those who wish to cover everything about linear regression and understand how to build effective scatter plots.

This course offers an excellent presentation of all the concepts. The instructor talks about the analysis techniques in detail using the tools to predict the value of a linear variable. I am very satisfied with this course. (Khaled M Ali, ★★★★★)

Getting started with Linear Regression

- - Bhavuk Chawla via Udemy
  - 1,018+ already enrolled!
  - ★★★★★ (10 Ratings)

Online Course Effectiveness Score
Content	Engagement	Practice	Career Benefit
Excellent ★★★★★	Good ★★★★☆	Fair ★★★☆☆	Fair ★★★☆☆

This course will help you lay the foundation for machine learning by helping you master linear regression in the best possible manner. Here you will understand all about regression and its key types in detail.

The reason why we chose this course is its focus on explaining the advantages and disadvantages of linear regression and its types along with pragmatic hands-on experience.
This course is for all data scientists, machine learning engineers, and data integration engineers.

This was an excellent course that taught me so much about linear regression. I would like to thank the instructor for this course. (Philip W, ★★★★★)

Linear Regression and Modeling

- - Duke University via Coursera
  - 89,401+ already enrolled!
  - ★★★★★ (1,642 Ratings)

Linear Regression and Modeling

Online Course Effectiveness Score
Content	Engagement	Practice	Career Benefit
Excellent ★★★★★	Excellent ★★★★★	Good ★★★★☆	Good ★★★★☆

In this course, the instructor will introduce learners to the simple and multiple linear regression models. You will be taught how these models will allow you to assess the relationship between variables in a data set and a continuous response variable.

The best thing about this course is its focus on explaining the fundamental theory behind linear regression and how to utilize regression models to examine the relationships between multiple variables.
This course is for those who wish to develop a good understanding of linear regression and modeling.

An excellent course that taught me more than I did while I was in college. The professor is great and did an excellent job of making the course content so intuitive. I highly recommend this course to those interested. (Monique O, ★★★★★)

continue with more Linear Regression Courses with Certificates…

Understanding and Applying Linear Regression

- - Vitthal Sirinivasan via Pluralsight
  - Study Level: Beginner
  - 04 Hours of effort required!

Online Course Effectiveness Score
Content	Engagement	Practice	Career Benefit
Good ★★★★☆	Good ★★★★☆	Fair ★★★☆☆	Fair ★★★☆☆

In this course, the instructor will talk about linear regression and how to apply it. Here you will be taught how to identify patterns in data and test those relationships for statistical soundness.

The best thing about this course is its focus on explaining simple regression and multiple regressions in detail. You will also explore the use of categorical variables in a step-by-step guide.
This course is for those who wish to develop a strong understanding of regression in Excel, R, and Python for logistic regression, factor analysis, and more.

Machine Learning Linear Regression Case Study

- - Goeduhub Technologies via Udemy
  - 4,443+ already enrolled!
  - ★★★★☆ (46 Ratings)

Online Course Effectiveness Score
Content	Engagement	Practice	Career Benefit
Excellent ★★★★★	Good ★★★★☆	Fair ★★★☆☆	Fair ★★★☆☆

In this course, you will get a detailed introduction to machine learning and the instructor will help you understand all about linear regression from scratch.

The best thing about this course is its focus on explaining how to create an accurate linear regression model in Python and analyze it visually.
This course is for those who wish to understand how to interpret and explain machine learning models which are treated as a black-box.

A good course that has relevant content to offer. The course helps you learn so much about machine learning and linear regression. (Frengki P, ★★★★★)

Linear Regression in R for Public Health by Imperial College London

- - Imperial College London via Coursera
  - 12,659+ already enrolled!
  - ★★★★★ (455 Ratings)

Linear Regression in R for Public Health

Online Course Effectiveness Score
Content	Engagement	Practice	Career Benefit
Excellent ★★★★★	Excellent ★★★★★	Good ★★★★☆	Good ★★★★☆

This course will help you understand how to prepare the data and then assess how well the model fits that data.

The reason why we chose this course is its focus on explaining how to fit a multiple linear regression model with interactions. You will also be taught how to check model assumptions and interpret the output.
This course is for those who wish to understand the right way to use the linear regression model.

This was without any doubt an excellent course by Coursera. The topic selection is great and the content is explained by the instructor in a very organized and systematic way. I truly enjoyed learning from this course as it gave me ample time to practice analysis skills. This course is the best and I appreciate the efforts of the instructor and team Coursera. (Rashidul H, ★★★★★)

Linear Regression for Business Statistics

- - RICE University via Coursera
  - 40,465+ already enrolled!
  - ★★★★★ (1,308 Ratings)

Linear Regression for Business Statistics

Online Course Effectiveness Score
Content	Engagement	Practice	Career Benefit
Excellent ★★★★★	Excellent ★★★★★	Good ★★★★☆	Good ★★★★☆

In this course, the instructor will introduce learners to the very important tool known as linear regression. Here you will be taught how to apply the different procedures such as dummy variable regressions and interaction effects in detail.

The reason why we chose this course is its focus on explaining how to transform variables and build regression models and estimate them using Excel.
This course is for those who wish to learn to make inferences using the estimated model and understand how to use the regression model to make predictions.

This has to be one of the best courses I ever took online. The entire course was very interesting and had a clear explanation of the concepts to offer along with practical examples. In short, this course has helped me understand all about linear regression at my own ease and pace. (Shan R, ★★★★★)

Linear Regression with NumPy and Python – Guided Project

- - Coursera Project Network via Coursera
  - 1.5 Hours of effort required!
  - ★★★★★ (954 Ratings)

Linear Regression with NumPy and Python

Online Course Effectiveness Score
Content	Engagement	Practice	Career Benefit
Excellent ★★★★★	Excellent ★★★★★	Fair ★★★☆☆	Fair ★★★☆☆

This course explains how you can implement the gradient descent algorithm from scratch.

The reason why we chose this course is its focus on explaining how to perform univariate linear regression with Numpy and Python.
This course is for those who wish to learn to create data visualizations and plots using Matplotlib.

This course has refreshed my foundations of machine learning and left me with even more knowledge than I had before. The guide was really helpful and the entire content was very engaging and kept me motivated enough to complete the entire course. This course is perfect to get a clear idea of what is happening with linear regression models. (AV, ★★★★★)

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10 Best + Free Linear Regression Courses with Certificates