Linear Regression Courses and Certifications

NPTEL-NOC IITM

Simple Linear Regression Model Building

Build a simple linear regression model by loading data, exploring its structure, and fitting a regression line, with a comprehensive model summary.

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

NPTEL-NOC IITM

Simple Linear Regression Model Assessment - Continued

Assess simple linear regression models through continued exploration of key concepts and techniques for evaluating model performance and validity.

• YouTube
• 14 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

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

Machine Learning: Least Mean Square Regression - Lecture 12

Dive into advanced linear regression concepts, exploring overfitting, gradient descent, and practical plotting techniques for enhanced machine learning understanding.

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

UofU Data Science

Least Mean Square Regression for Machine Learning - Lecture 11

Dive into least mean square regression, exploring loss function minimization and gradient descent methods for effective linear regression implementation and optimization.

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

UofU Data Science

Linear Regression and Least Mean Square Method - Lecture 11

Master linear regression fundamentals through least mean square method, loss function minimization, and gradient descent techniques for practical machine learning applications.

• YouTube
• 1 hour 20 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

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

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

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

Regression Series

Comprehensive exploration of regression analysis, covering key concepts, advanced techniques, and model assumptions for data-driven decision-making.

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