Professional Development · IT & Digital · Module 2: Regression and Tree Models

Linear Regression: How and Why It Works

4 Abschnitte1 Karteikarten-Decks1 Quizze

Understand linear regression — how it models the relationship between inputs and a continuous output, how parameters are learned, and when it works.

Inhaltsübersicht

  • The Linear Regression Model and Ordinary Least Squares
  • Gradient Descent: Batch, Stochastic, and Mini-Batch
  • Assumptions, Multiple Regression, and Polynomial Features
  • Evaluation Metrics and Linear Regression in scikit-learn
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