Deploying Your AI-ML Investments - Jon Peck - ODSC East 2018

Deploying Your AI-ML Investments - Jon Peck - ODSC East 2018

Open Data Science via YouTube Direct link

Discoverability layer

28 of 31

28 of 31

Discoverability layer

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Deploying Your AI-ML Investments - Jon Peck - ODSC East 2018

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

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