mlops
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  • MLops
  • MLops
    • Chap 0. Before everything
    • Chap 1. Tools for developers
    • Chap 2. Hardware
    • Chap 3. Infrastructure/platform design
    • Chap 4. Toolkit/codebase
    • Chap 5. Paper reproduction
    • Chap 6. Prototype development
      • Design Doc
        • [WIP] Scope the project: convert an ill-defined problem to a well-defined setup
      • Combine with UX design
      • Data Clean and preproceessing
      • Data version control
      • Training Orchestration
      • Experiments Management
      • Speed up the pipeline
      • Version control and reproducible
    • Chap 7. Deployment and model serving
    • Chap 8. Productionization/Maintenance/Adoption
    • Chap 9. PR/keep stoa
    • Acknowledge
  • DataOps
    • Chap 0. Preface
    • Chap 1. Data engineering
    • Chap 2. Data integration
    • Chap 3. Data security/privacy
    • Chap 4. Data quality
  • MODELOPS
    • Chap 0. Intro
    • Chap 1. Model registery
  • Fun Facts about Image
    • Chap 0. Preface
    • Chap 1. Process
    • Chap 2. Metrics
    • Chap 3. Case Study
  • Softskills
    • Chap 1. Mindsets
    • Chap 2. Soft skills in getting things done
    • Chap 3. Portfolio and side projects
    • Chap 4. Mentorship
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  1. MLops
  2. Chap 6. Prototype development

Design Doc

A sample of the Design Doc: https://github.com/PaddlePaddle/Serving/blob/develop/doc/DESIGN_DOC.md

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Last updated 4 years ago

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