Linear Regression Courses and Certifications

Linear Regression in R

Comprehensive guide to linear regression in R: model fitting, assumption checking, interpretation, categorical variables, interactions, and advanced techniques for effective data analysis.

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

statisticsmatt

General Linear Models - Background Material

Comprehensive exploration of statistical concepts and matrix algebra, covering distributions, quadratic forms, projection matrices, and advanced matrix operations for linear modeling.

• YouTube
• 4 hours 30 minutes
• On-Demand
• Free Video

statisticsmatt

General Linear Models - Design of Experiments

Comprehensive exploration of general linear models and experimental design, covering ANOVA, factorial designs, and advanced statistical concepts with practical examples and R software illustrations.

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

jbstatistics

Simple Linear Regression

Learn to analyze relationships between variables using linear regression, covering model interpretation, assumptions, inference, and practical applications.

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

statisticsmatt

Generalized Linear Models

Comprehensive exploration of Generalized Linear Models, covering various regression techniques including Probit, Logistic, Complementary Log-Log, Poisson, Ordinal Logistic, and Multinomial Logistic.

• YouTube
• 3 hours 30 minutes
• On-Demand
• Free Video

statisticsmatt

General Linear Models - Regression

Comprehensive exploration of linear regression models, covering simple and multiple regression techniques, statistical inference, model diagnostics, and advanced topics for in-depth statistical analysis.

• YouTube
• 17 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

Statistics is Fun A.H

Linear Regression and Correlation

Comprehensive exploration of linear regression and correlation, covering theory, calculations, and practical applications with solved examples and derivations.

• YouTube
• 2 hours 30 minutes
• On-Demand
• Free Video

Statistics is Fun A.H

Multiple Regression and Correlation

Learn to prove partial correlation coefficient formulas, calculate variances, and derive multiple regression equations using standard deviations and correlation coefficients.

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

Linear Regression Analysis and Forecasting

Learn regression analysis techniques for modeling, hypothesis testing, and forecasting using MINITAB software. Covers simple and multiple linear regression, parameter estimation, diagnostics, and practical applications.

• YouTube
• 12 hours
• 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

Great Learning

Linear Regression Analysis - Linear Regression Python - Machine Learning

In this tutorial, we have covered all the topics such as, What is Linear Regression, Single Linear Regression, What are its advantages and much more, that will help you to understand this concept with ease.

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

Great Learning

Linear Regression in Python - Machine Learning - Linear Regression Algorithm

Comprehensive tutorial on linear regression, covering simple and multiple regression with Excel and Python implementations. Includes step-by-step examples and practical applications in data analysis.

• YouTube
• 2 hours 3 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

DigitalSreeni

Linear Regression Using Sci-Kit Learn in Python

Learn to implement linear regression using Sci-Kit Learn in Python, from data import to model creation, evaluation, and prediction. Hands-on coding with real-world data.

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