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CodeSignal

Regression and Gradient Descent

via CodeSignal

Overview

Dig deep into regression and learn about the gradient descent algorithm. This course does not rely on high-level libraries like scikit-learn, but focuses on building these algorithms from scratch for a thorough understanding. Master the implementation of simple linear regression, multiple linear regression, and logistic regression powered by gradient descent.

Syllabus

  • Lesson 1: Understanding and Implementing Simple Linear Regression from Scratch
  • Lesson 2: Implementing Multiple Linear Regression from Scratch
  • Lesson 3: Gradient Descent Optimization in Linear Regression
  • Lesson 4: Understanding Logistic Regression and Its Implementation Using Gradient Descent

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