Linear Regression Courses and Certifications

NPTEL-NOC IITM

Understanding Multicollinearity

Explore multicollinearity and its impact on regression analysis, focusing on the Variance Inflation Factor as a key diagnostic tool.

• YouTube
• 18 minutes
• Self-Paced
• 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
• Self-Paced
• 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
• Self-Paced
• Free Video

Statistics

Short lectures on linear regression assumptions, hypothesis tests, model comparisons, and selecting multiple regression models.

• YouTube
• 3 hours 30 minutes
• Self-Paced
• Free Video

Learn Statistics with Python

Use Python to build design matrices and fit ordinary least-squares linear models, including F-distribution-based analysis.

• YouTube
• 1 hour 30 minutes
• Self-Paced
• Free Video

Eddie Woo

Bivariate Data Analysis

Explore bivariate data through scatter plots, correlation coefficients, and lines of best fit, including calculating and verifying line equations.

• YouTube
• 1 hour 30 minutes
• Self-Paced
• Free Video

Bayesian Data Analysis in Python

266 ratings at DataCamp

Bayesian data analysis is an increasingly popular method of statistical inference, used to determine conditional probability without having to rely on fixed constants such as confidence levels or p-values.

• DataCamp
• 4 hours
• Self-Paced
• Free Trial Available

ExcelIsFun

Basic Excel Business Analytics - Forecasting with Linear Regression: Trend & Seasonal Pattern

Forecast time-series trends and seasonal patterns in Excel using simple and multiple linear regression, categorical quarter variables, and the FORECAST function.

• YouTube
• 25 minutes
• Self-Paced
• Free Video

R Programming 101

Multiple Regression Analysis - From Simple Linear to Complex Models

Master multiple regression analysis in R, covering variable selection, confounding, collinearity, outliers, interactions, and assumption validation for robust statistical modeling.

• YouTube
• 2 hours 19 minutes
• Self-Paced
• Free Video

商管統計資料分析一 (Analytics for Business and Management (I))

以 R 實作探索型資料分析與簡單、多元線性迴歸，涵蓋模型診斷、預測、變數選擇及常見建模陷阱。

• Coursera
• 5 weeks, 2 hours a week
• Self-Paced
• Paid Course

商管統計資料分析二 (Analytics for Business and Management (II))

以線性迴歸模型統整 ANCOVA 與 ANOVA，透過 R 和商管案例學習類別變數、交互作用與實務建模。

• Coursera
• 5 weeks, 2 hours a week
• Self-Paced
• Paid Course

Bayesian Regression Modeling with rstanarm

69 ratings at DataCamp

Bayesian estimation offers a flexible alternative to modeling techniques where the inferences depend on p-values.

• DataCamp
• 4 hours
• Self-Paced
• Free Trial Available

Problem Solving with Advanced Analytics

60 ratings at Udacity

Learn a scientific approach to solving problems with data, a foundational skill for anyone interested in making data driven decisions in a business context.

• Udacity
• 3 hours
• Self-Paced
• Free Online Course

Forecasting Techniques

30 ratings at Corporate Finance Institute

Improve your forecasting skills with our Forecasting Techniques course

• Corporate Finance Institute
• 49 minutes
• Self-Paced
• Paid Course

Statistical Inference in R

Familiarize yourself with the core set of skills in statistical inference necessary to understand, interpret, and tune your statistical & machine learning models.

• DataCamp
• 16 hours
• Self-Paced
• Free Trial Available