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harvard-edge/cs249r_book

Introduction to Machine Learning Systems

JavaScript19,339 stars2,276 forks
AI Analysis
AI/MLIntermediate

Summary (KO)

하버드에서 개발한 머신러닝 시스템 엔지니어링 교재로, AI 모델을 실제 시스템에 배포하고 최적화하는 방법을 가르칩니다. TinyTorch 프레임워크 구현과 하드웨어 키트를 통한 실습을 포함합니다.

Summary (EN)

A comprehensive open-source textbook on machine learning systems engineering from Harvard, teaching how to design, build, and deploy AI systems in real-world environments. Includes hands-on components like TinyTorch framework and hardware deployment labs.

Tech Stack

JavaScriptPythonPyTorchArduinoRaspberry PiQuartoGitHub Actions

Highlights

  • 19k+ GitHub stars
  • Interactive online textbook
  • TinyTorch framework for building ML from scratch
  • Hardware deployment kits
  • Comprehensive CI/CD pipeline
  • Multi-language support
  • Open educational resource

Use Cases

  • Machine Learning Systems Education
  • AI Engineering Training
  • TinyML Development
  • Edge AI Deployment
  • Academic Coursework

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Analyzed at 2/18/2026

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2026-02-18
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