Linear Regression Courses and Certifications

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
• Self-Paced
• 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
• Self-Paced
• 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
• Self-Paced
• 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
• Self-Paced
• 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
• Self-Paced
• 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
• Self-Paced
• 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
• Self-Paced
• 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
• Self-Paced
• Free Video

Corporate Finance Institute

Regression Analysis - Fundamentals & Practical Applications

Master linear regression techniques through hands-on practice in Excel and Python, from basic calculations to advanced modeling. Learn to interpret statistical outputs and make data-driven predictions for real business applications.

• Coursera
• 4 hours 8 minutes
• Self-Paced
• Paid Course

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
• Self-Paced
• Paid Course

Learn to build, implement, and evaluate linear regression models for predicting future values based on existing data. Gain practical skills in creating and assessing machine learning models.

• Codecademy
• 3 hours
• Self-Paced
• Free Trial Available

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
• Self-Paced
• Paid Course

Excel Analytics: Linear Regression Analysis in MS Excel

1216 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
• Self-Paced
• Paid Course

EDUCBA

Linear Regression & Predictive Modeling with SPSS

16 ratings at Coursera

Master linear regression and predictive modeling using SPSS through hands-on applications in engineering, energy, and finance for data-driven decision-making.

• Coursera
• 7 hours 53 minutes
• Self-Paced
• Paid Course

EDUCBA

Linear Regression & Supervised Learning in Python

14 ratings at Coursera

Master linear regression and supervised learning fundamentals through hands-on Python projects, from data analysis to model evaluation and prediction techniques.

• Coursera
• 5 hours 24 minutes
• Self-Paced
• Paid Course