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Classroom Contents
Training Deep Learning Models in the Cloud - Infrastructure Considerations and Best Practices
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- 1 Introduction
- 2 Industry Trends
- 3 AI by Enterprises
- 4 Storage and Compute
- 5 Ecosystem
- 6 Training and Deployment
- 7 Network Interfaces
- 8 Middleware Stack
- 9 Software
- 10 Preprocessing
- 11 Summary
- 12 Questions
- 13 What is GDR
- 14 Dual Approach
- 15 GPU Direct RDMA
- 16 Storage Needs
- 17 Training Methods
- 18 Network Usage
- 19 Collective Operations
- 20 Optane Persistent Memory
