MLOps

Build practical foundations in MLOps.

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Syllabus

Part 1

  1. Introduction to MLOps
  2. Core vocabulary of MLOps
  3. Architecture and main components
  4. Costs and trade-offs
  5. Your first practical workflow

Part 2

  1. Inputs, data, and configuration
  2. Core operations and patterns
  3. State, lifecycle, and control flow
  4. Common pitfalls
  5. Testing and verification

Part 3

  1. Integration patterns
  2. Performance foundations
  3. Security and privacy
  4. Security and privacy
  5. Monitoring and debugging

Part 4

  1. Project structure and organization
  2. Collaboration workflow
  3. Deployment and release
  4. Performance trade-offs
  5. Common pitfalls

Part 5

  1. Real-world implementation
  2. Case study and design choices
  3. Interview and review questions
  4. Operational trade-offs
  5. Course recap and next steps