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harvard-edge / cs249r_book

Collaborative book Machine Learning Systems
https://harvard-edge.github.io/cs249r_book/
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Organize the MAIN section so that it is grouped into some themes #258

Closed profvjreddi closed 3 months ago

profvjreddi commented 3 months ago

Right now we have a big list of topics:

CleanShot 2024-06-11 at 09 08 44@2x

But this is a bit overwhelming, would be good to break it down into sections.

profvjreddi commented 3 months ago

Thinking to myself:

Part 1: Foundations of AI and ML

  1. Introduction
  2. ML Systems
  3. DL Primer

Part 2: Development Workflow and Tools

  1. AI Workflow
  2. Data Engineering
  3. AI Frameworks

Part 3: Training and Optimization

  1. AI Training
  2. Efficient AI
  3. Model Optimizations
  4. AI Acceleration

Part 4: Deployment and Operations

  1. Benchmarking AI
  2. On-Device Learning
  3. ML Operations

Part 5: Advanced Topics

  1. Security & Privacy
  2. Responsible AI
  3. Sustainable AI
  4. Robust AI
  5. Generative AI

Part 6: AI for Impact

  1. AI for Good
  2. Conclusion
profvjreddi commented 3 months ago

Closed under https://github.com/harvard-edge/cs249r_book/pull/260