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00:00 Introduction and Speaker Background
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Classroom Contents
Container-Native ML - Scaling Predictive Customer Segmentation
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- 1 00:00 Introduction and Speaker Background
- 2 00:41 Topic Overview: Container Native ML Scaling
- 3 01:25 Challenges with Traditional Analytics Platforms
- 4 02:23 Kubernetes: The Game Changer
- 5 03:14 Native ML Architecture Overview
- 6 04:37 Breaking Down the ML Pipeline
- 7 05:25 Deployment Management with Helm
- 8 06:23 Event-Driven Processing Architecture
- 9 07:09 Container-Based Feature Store Implementation
- 10 07:56 Advanced Kubernetes Patterns
- 11 08:56 Resource Management Strategies
- 12 09:46 Production Performance Improvements
- 13 10:35 Implementation Strategy Roadmap
- 14 11:31 Key Takeaways for Engineers
- 15 12:31 Conclusion and Future of Cloud Native ML
- 16 13:26 Q&A and Closing Remarks
