Linear Regression Courses and Certifications

Building Regression Models with Linear Algebra

Learn to build and apply regression models using linear algebra, including least squares method and Python implementation. Gain practical skills for real-world data analysis and prediction.

• Coursera
• 6 hours 19 minutes
• On-Demand
• Paid Course

EDUCBA

Python: Master House Price Prediction with Linear Regression

Master house price prediction using Python's linear regression through hands-on data preprocessing, feature engineering, and model evaluation with real Ames Housing dataset.

• Coursera
• 6 hours 9 minutes
• On-Demand
• Paid Course

Introduction to Linear Regression Training

Master linear regression fundamentals and apply predictive models to real-world business scenarios, including profit estimation case studies for data-driven decision-making.

• Coursera
• 1 hour 55 minutes
• On-Demand
• Paid Course

StatQuest with Josh Starmer

Linear Regression, Clearly Explained

Clear explanation of linear regression concepts, including least squares, R-squared, multivariable models, p-values, and F-distribution. Ideal for beginners seeking a solid foundation in statistical analysis.

• YouTube
• 27 minutes
• On-Demand
• Free Video

Linear Regression and Linear Models

Learn powerful statistical tools: linear regression and models. Predict continuous values using various data types. Covers least squares, multiple regression, t-tests, ANOVA, and R implementation.

• YouTube
• 1 hour 30 minutes
• On-Demand
• Free Video

The Analytics Edge

80 reviews

Through inspiring examples and stories, discover the power of data and use analytics to provide an edge to your career and your life.

• edX
• 13 weeks, 10-15 hours a week
• On-Demand
• Free Online Course (Audit)

• Best of All Time

Learn how to fit, interpret, and compare linear regression models in Python.

• Codecademy
• 6 hours
• On-Demand
• Free Trial Available

Learn about the difference between simple linear regression and multiple linear regression in R

• Codecademy
• 3 hours
• On-Demand
• Free Trial Available

Simple Linear Regression

32 ratings at Codecademy

Explore fitting and interpreting linear regression with a single predictor variable using Python, focusing on model creation, interpretation, and effective communication of findings.

• Codecademy
• 2 hours
• On-Demand
• Free Trial Available

Build and interpret predictive models using multiple variables in Python. Learn to create, analyze, and communicate findings from multiple linear regression models for data science applications.

• Codecademy
• 3 hours
• On-Demand
• Free Trial Available

Explore techniques for selecting and evaluating linear regression models, interpreting results, and making data-driven recommendations for optimal model choice.

• Codecademy
• 1 hour
• On-Demand
• Free Trial Available

NPTEL;  IIT Kanpur

Linear Regression Analysis and Forecasting

1 review

The accuracy of forecasting depends upon the goodness of obtained model. What are the steps and checks required to obtain a good model and in turn, how to do forecasting is being aimed to be taught in this course.

• YouTube
• 12 hours
• On-Demand
• Free Video

Great Learning

Linear Regression Full Course

This “Linear Regression” Tutorial by Great Learning would help you to comprehensively learn all the underlying concepts of Linear Regression.

• YouTube
• 3 hours 52 minutes
• On-Demand
• Free Video

Great Learning

Linear Regression Machine Learning - Linear Regression in R and Python

This “Linear Regression” Tutorial by Great Learning would help you to comprehensively learn all the underlying concepts of Linear Regression. You will also learn how to implement linear regression in both R language and Python language

• YouTube
• 36 minutes
• On-Demand
• Free Video

Serrano.Academy

Linear Regression - A Friendly Introduction

Discover the fundamentals of linear regression through visual explanations, exploring concepts like slope, y-intercept, and error measurement to predict housing prices effectively.

• YouTube
• 31 minutes
• On-Demand
• Free Video