Step 1: TheoryResearch Paper
ZeRO Memory Optimization Paper
Study the core concepts and background material for this learning item.
Step 2: PracticeKaggle Workbook
Recommender Systems Exercise
Solve the challenges and apply your knowledge interactively.
Medium25 min estimated study
Overview
Partition training parameters, gradients, and optimizer states to scale model training.
Learning Objectives
- Partition training parameters, gradients, and optimizer states
- Minimize network communication overheads during synchronization steps
Prerequisites
Item #98Search & Recommendation Pipeline
LockedTracking Control
Completion Reward+250 XP
Study Checklist
Studied theory resource
Completed practice exercise