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Classroom Contents
Deploying Your AI-ML Investments - Jon Peck - ODSC East 2018
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- 1 Introduction
- 2 The problem
- 3 The solution
- 4 Operating systems
- 5 Generalpurpose computing
- 6 AI evolution
- 7 Use case
- 8 Characteristics
- 9 Dev tool chain
- 10 Training vs Inference
- 11 Containers
- 12 Paradigms
- 13 Cost Efficiency
- 14 Design for maximum load
- 15 Hourly model
- 16 Concurrency
- 17 Latency
- 18 GPU Memory Management
- 19 Load Balancing
- 20 composability
- 21 orchestration
- 22 runtime abstractions
- 23 cloud abstraction
- 24 runtime characteristics
- 25 app store model
- 26 summary
- 27 evolution of OLS
- 28 Discoverability layer
- 29 Code stubs
- 30 Model development
- 31 Conclusion
