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CodeSignal

Foundations of Optimization Algorithms

via CodeSignal

Overview

Optimization is critical in machine learning to minimize loss functions. This course covers basic to advanced optimization algorithms, equipping you with the techniques needed to fine-tune machine learning models.

Syllabus

  • Lesson 1: Newton's Method for Optimization
  • Lesson 2: Basic Gradient Descent
  • Lesson 3: Gradient Descent with Momentum
  • Lesson 4: Adaptive Learning Rate Methods

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