MLOps with Flyte - Challenges and Solutions in Machine Learning Operations
CNCF [Cloud Native Computing Foundation] via YouTube
Overview
Syllabus
Intro
Software Engineering Practices
Technical Debt
Develop Incrementally and Constantly Iterate @ Scale
Memoize, Recover and Reproduce
Collaboration & Organizational Scaling
Extend Simply
Building Blocks: Tasks
Workflows
Workflow Modalities
#1: Execute and Interact
Features for Platform Folks
Architecture Overview
#1: Intra-task Checkpointing
MLOps Best Practices
Taught by
CNCF [Cloud Native Computing Foundation]