Section: Deep Learning•ID #58

Adam Optimizer Implementation

Step 1: TheoryResearch Paper

Adam Optimization Algorithm Details

Study the core concepts and background material for this learning item.

Step 2: PracticeDeep-ML Challenge

Implement Adam Optimization

Solve the challenges and apply your knowledge interactively.

Hard30 min estimated study

Overview

Construct adaptive learning rates using rolling mean-square metrics.

Learning Objectives

  • Incorporate momentum moments
  • Apply RMSprop scaling coefficients

Prerequisites

Tracking Control

Completion Reward+300 XP
Study Checklist
Studied theory resource
Completed practice exercise