Statistics: Regression Analysis & Model Diagnostics

Happy Thursday!

Today we dive into the fundamentals of Regression Analysis and Model Diagnostics. Understanding how to build and evaluate regression models is crucial for making data-driven decisions. We’ll explore key techniques, common pitfalls, and best practices for ensuring your models are reliable and accurate.

🧑‍💻 In this week’s edition: Statistics

• Monday - Foundations of Statistics

• Tuesday - Probability Theory & Distributions

• Wednesday - Estimation & Hypothesis Testing

• Thursday - Regression Analysis & Model Diagnostics

• Friday - Multivariate Statistics & Dimensionality Reduction

• Saturday - Time Series and Bayesian Inference

Regression Analysis & Model Diagnostics

Let’s break it down in today discussion:

• Simple and multiple linear regression

• Model diagnostics

• Model evaluation

• ANOVA table in regression

Read Time : 10 minutes