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CodeSignal

Foundations of Optimization Algorithms

via CodeSignal

Overview

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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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