Fundamentals of ML in Production
  • Course Introduction
  • Root Cause of Failure
  • Fundamentals - ML System vs ML Code
  • Fundamentals - ML Research vs ML Production
  • Fundamentals - DevOps vs MLOps
  • Fundamentals - MLOps vs LLMOps
Making sense of tooling ecosystem
  • MLOps as a mess - plethora of tools
  • Making sense of the mess - End to End MLOps Lifecycle
  • Making sense of the mess - Tooling Ecosystem
  • Making sense of the mess - Levels of frameworks
Future prospects in Production ML
  • Industry of Production ML
  • Career Prospects in Production ML
  • Conclusion