Linear Regression Courses and Certifications

TabletClass Math

Learn Scatter Plots and Best Fitting Lines - Algebra, Statistics and Linear Regression

Master scatter plots and best fitting lines, exploring algebra, statistics, and linear regression concepts for improved data analysis skills.

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

Inside Livermore Lab

Multi-fidelity Linear Regression for Scientific Machine Learning from Scarce Data

Explore multi-fidelity linear regression for scientific machine learning, addressing data scarcity challenges in complex engineering systems through innovative training approaches.

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

Dyalog User Meetings

Taming Regression Using APL - From Basic Linear Models to Advanced Applications

Master statistical regression techniques using APL through practical examples, from basic linear models to advanced non-linear and logistic regression, with hands-on demonstrations using TamStat software.

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

UofU Data Science

Generalized Linear Models and Linear Regression - Lecture 11

Dive into advanced statistical concepts including generalized linear models, nonlinear basis functions, and regularization techniques for robust data analysis and point estimation.

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

Codeynamics

Multiple Linear Regression with Scikit-learn in Python - Supervised Machine Learning

Master multiple linear regression techniques in Python using scikit-learn, from data preprocessing to model evaluation and prediction implementation.

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

Dot Physics

Building a Linear Regression Function in VPython Using Python Physics

Learn to create custom linear regression functions in VPython for physics simulations and data analysis through hands-on coding implementation.

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

NPTEL-NOC IITM

Statistical Modeling: Linear Regression - Assumption and Residuals

Explore the assumptions and residuals in linear regression statistical modeling, focusing on key concepts and analytical techniques.

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

AnalystPrep

Simple Linear Regression - Part I - 2025 CFA Level I Exam - Quantitative Methods

Master simple linear regression for the CFA Level I exam, including model description, least squares estimation, assumptions, residual analysis, and measures of fit.

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

UofU Data Science

Feature Selection - Linear Regression, Ridge Regression, and Lasso - L19

Master feature selection techniques in linear regression, including Ridge and Lasso methods, while understanding sparsity, normalization, and the complexities of interpreting coefficients.

• YouTube
• 1 hour 23 minutes
• On-Demand
• Free Video

Linear Regression in Excel with ChatGPT and Claude AI

75 ratings at Udemy

Multivariate Analysis | Forecasting | Statistical Modeling | Excel Analytics | Microsoft Excel | Regression Analysis

• Udemy
• 2 hours 48 minutes
• On-Demand
• Paid Course

Microcredential

Implementing AI Algorithms from Scratch

67 ratings at CodeSignal

Master the fundamentals of AI by implementing algorithms from scratch - from regression and gradient descent to neural networks, covering classification, ensemble methods, and unsupervised learning techniques.

• CodeSignal
• On-Demand
• Free Certificate
• 6 courses

Microcredential

Advanced Statistics for Data Science

789 ratings at Coursera

Comprehensive exploration of probability, statistics, and linear models for aspiring biostatisticians and data scientists. Covers mathematical foundations, hypothesis testing, regression, and R programming.

• Coursera
• 4 weeks, 10 hours a week
• On-Demand
• Paid Course
• 4 courses

Introduction to Data Science with Python

156 ratings at edX

Learn the concepts and techniques that make up the foundation of data science and machine learning.

• edX
• 8 weeks, 3-4 hours a week
• On-Demand
• Free Online Course (Audit)

Coursera

Building Statistical Models in R: Linear Regression

20 ratings at Coursera

Learn to build and interpret linear regression models in R, from data exploration to multiple regression, with hands-on practice in model assessment and diagnostics.

• Coursera
• 2 hours 20 minutes
• On-Demand
• Paid Course

Intro to Time Series Analysis with Airline Data

Explore time series analysis through airline data, mastering visualization techniques and predictive modeling to understand travel patterns, trends, and seasonal fluctuations.

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