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Continuous Delivery for ML
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Classroom Contents
Continuous Intelligence - Keeping Your AI Application in Production
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- 1 Introduction
- 2 About Thoughtworks
- 3 Open Knowledge
- 4 Continuous Delivery for ML
- 5 Autoscout
- 6 Problems
- 7 Continuous Delivery
- 8 Pipelines
- 9 Challenges
- 10 Emily Gorcenski
- 11 Code Changes
- 12 Model Changes
- 13 Data Versioning
- 14 Sampling
- 15 Schema Changes
- 16 Building Pipelines
- 17 Developers vs Data Scientists
- 18 Continuous Intelligence Pipelines
- 19 Continuous Delivery Workflow
- 20 Tools and Technologies
- 21 Demo
- 22 Example Application
- 23 Continuous Delivery Pipeline
- 24 Conclusion
