Linear Regression Courses and Certifications

UofU Data Science

Linear Regression and Parameter Estimation in R - Lecture 17

Master linear regression techniques in R while exploring parameter estimation and random variable estimators through hands-on statistical analysis and practical applications.

• YouTube
• 1 hour 20 minutes
• On-Demand
• Free Video

UofU Data Science

Data Mining: Introduction to Linear Regression - Spring 2023

Master linear regression fundamentals, from basic concepts to least squares method, while learning how to apply these techniques for effective data analysis and predictive modeling.

• YouTube
• 1 hour 19 minutes
• On-Demand
• Free Video

UofU Data Science

Foundations of Data Analysis - Linear Regression - Lecture 11

Master linear regression fundamentals: prediction functions, sum of squared errors, RMSE, and algorithms for 1-dimensional data analysis.

• YouTube
• 1 hour 14 minutes
• On-Demand
• Free Video

Training Your First Machine Learning Model from Scratch

Master linear regression fundamentals by building a model from scratch using scikit-learn, covering data preparation, training, evaluation, and real-world applications with California housing data.

• CodeSignal
• 3 hours
• On-Demand
• Free Certificate

Linear Regression Concept and with R Video Series

Comprehensive video series on linear regression concepts and R implementation, covering simple and multiple regression, assumptions, interactions, and model selection techniques.

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

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

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

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

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

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

Statistical Learning with R

28 reviews

Learn some of the main tools used in statistical modeling and data science. We cover both traditional as well as exciting new methods, and how to use them in R. Course material updated in 2021 for second edition of the course textbook.

• edX
• 11 weeks, 3-5 hours a week
• On-Demand
• Free Online Course (Audit)

Deep Learning Prerequisites: Linear Regression in Python

6813 ratings at Udemy

Data science, machine learning, and artificial intelligence in Python for students and professionals

• Udemy
• 6 hours 21 minutes
• On-Demand
• Paid Course

Deep Learning Foundation : Linear Regression and Statistics

1406 ratings at Udemy

Learn linear regression from scratch, Statistics, R-Squared, Python, Gradient descent, Deep Learning, Machine Learning

• Udemy
• 6 hours 45 minutes
• On-Demand
• Paid Course

Excel Analytics: Linear Regression Analysis in MS Excel

1212 ratings at Udemy

Linear Regression analysis in Excel. Analytics in Excel includes regression analysis, Goal seek and What-if analysis

• Udemy
• 4 hours 3 minutes
• On-Demand
• Paid Course

Statistical Data Analysis for Scientists and Engineers

Extend your knowledge and skills from univariate and bivariate statistical analysis to multivariate methodology and data analysis.

• edX
• 12 weeks, 5-7 hours a week
• On-Demand
• Free Online Course (Audit)