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Develop Incrementally and Constantly Iterate @ Scale
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Classroom Contents
MLOps with Flyte - Challenges and Solutions in Machine Learning Operations
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- 1 Intro
- 2 Software Engineering Practices
- 3 Technical Debt
- 4 Develop Incrementally and Constantly Iterate @ Scale
- 5 Memoize, Recover and Reproduce
- 6 Collaboration & Organizational Scaling
- 7 Extend Simply
- 8 Building Blocks: Tasks
- 9 Workflows
- 10 Workflow Modalities
- 11 #1: Execute and Interact
- 12 Features for Platform Folks
- 13 Architecture Overview
- 14 #1: Intra-task Checkpointing
- 15 MLOps Best Practices