mirror of
https://github.com/harvard-edge/cs249r_book.git
synced 2025-12-05 19:17:28 -06:00
revert: restore README.md to previous version [skip ci]
This commit is contained in:
Vijay Janapa Reddi
395
README.md
395
README.md
@@ -1,77 +1,356 @@
|
||||
# MLSysBook & TinyTorch
|
||||
# Machine Learning Systems
|
||||
*Principles and Practices of Engineering Artificially Intelligent Systems*
|
||||
|
||||
This repository contains two interconnected projects for AI systems education:
|
||||
<div align="center">
|
||||
|
||||
## 📚 [MLSysBook](./book/) - Machine Learning Systems Textbook
|
||||
<p align="center">
|
||||
|
||||
An open-source textbook for learning how to engineer AI systems.
|
||||
<!-- Row 1: Project Health -->
|
||||
[](https://github.com/harvard-edge/cs249r_book/actions/workflows/validate-dev.yml)
|
||||
|
||||
|
||||
- **Website**: https://mlsysbook.ai
|
||||
- **Directory**: [`book/`](./book/)
|
||||
- **Topics**: ML Systems, Edge AI, TinyML, Production ML
|
||||
- **Format**: HTML, PDF, EPUB
|
||||
</p>
|
||||
|
||||
### Quick Start (Book)
|
||||
<p align="center">
|
||||
|
||||
```bash
|
||||
cd book
|
||||
./binder setup
|
||||
./binder build
|
||||
./binder preview
|
||||
```
|
||||
<!-- Row 2: Access & Ecosystem -->
|
||||
[](https://mlsysbook.ai)
|
||||
[](https://mlsysbook.org)
|
||||
[](#-citation--license)
|
||||
|
||||
## 🔥 [TinyTorch](./tinytorch/) - Educational ML Framework *(Coming Soon)*
|
||||
</p>
|
||||
|
||||
A minimal PyTorch-like framework for learning deep learning internals through hands-on implementation.
|
||||
<p align="center">
|
||||
|
||||
- **Website**: https://tinytorch.ai (coming soon)
|
||||
- **Directory**: [`tinytorch/`](./tinytorch/) (to be added)
|
||||
- **Approach**: Progressive 20-module course building a complete ML framework from scratch
|
||||
<!-- Row 3: Support -->
|
||||
[](https://opencollective.com/mlsysbook)
|
||||
[](https://github.com/harvard-edge/cs249r_book/blob/dev/LICENSE.md)
|
||||
[](https://www.netlify.com)
|
||||
|
||||
### Quick Start (TinyTorch)
|
||||
</p>
|
||||
|
||||
```bash
|
||||
# Coming after repository restructuring is complete
|
||||
cd tinytorch
|
||||
pip install -e .
|
||||
python -m pytest tests/
|
||||
```
|
||||
<p align="center">
|
||||
|
||||
## 🏗️ Repository Structure
|
||||
<!-- Reader Navigation -->
|
||||
**[📖 Read Online](https://mlsysbook.ai)** •
|
||||
**[📄 Download PDF](https://mlsysbook.ai/pdf)** •
|
||||
**[📓 Download EPUB](https://mlsysbook.ai/epub)** •
|
||||
**[🌐 Explore Ecosystem](https://mlsysbook.org)**
|
||||
|
||||
```
|
||||
MLSysBook/
|
||||
├── book/ # MLSysBook textbook
|
||||
│ ├── quarto/ # Book source files (Quarto)
|
||||
│ ├── cli/ # Build tools (binder CLI)
|
||||
│ ├── docker/ # Development containers
|
||||
│ └── docs/ # Documentation
|
||||
├── tinytorch/ # TinyTorch framework (to be added)
|
||||
│ ├── tinytorch/ # Core library
|
||||
│ ├── modules/ # 20 learning modules
|
||||
│ ├── tito/ # CLI tool
|
||||
│ └── tests/ # Test suite
|
||||
└── .github/ # Shared CI/CD workflows
|
||||
```
|
||||
</p>
|
||||
|
||||
## 🤝 Contributing
|
||||
📚 **Hardcopy edition coming 2026 with MIT Press.**
|
||||
|
||||
- **Book contributions**: See [book/docs/contribute.md](./book/docs/contribute.md)
|
||||
- **TinyTorch contributions**: Coming soon
|
||||
|
||||
## 📄 License
|
||||
|
||||
- **MLSysBook**: CC BY-NC-SA 4.0 (see [book/LICENSE.md](./book/LICENSE.md))
|
||||
- **TinyTorch**: MIT License (coming soon)
|
||||
|
||||
## 🌐 Community
|
||||
|
||||
- **Website**: https://mlsysbook.ai
|
||||
- **Discussions**: https://github.com/harvard-edge/cs249r_book/discussions
|
||||
- **Issues**: https://github.com/harvard-edge/cs249r_book/issues
|
||||
</div>
|
||||
|
||||
---
|
||||
|
||||
**Note**: This repository is currently being restructured to support both MLSysBook and TinyTorch in a unified codebase. The `book/` directory contains all existing MLSysBook content, and the `tinytorch/` directory will be added soon.
|
||||
## About This Book
|
||||
|
||||
Made with ❤️ for AI learners worldwide.
|
||||
The **open source textbook** for learning how to engineer AI systems. It began in Harvard's CS249r course by [Prof. Vijay Janapa Reddi](https://vijay.seas.harvard.edu). Today, it supports classrooms, study groups, and independent learners around the world.
|
||||
|
||||
> **Mission:** Accessible AI systems education for anyone, anywhere. One chapter at a time.
|
||||
|
||||
---
|
||||
|
||||
### Why This Book Exists
|
||||
|
||||
*Students learn how to train ML models, but few are taught how to engineer the systems that make those models useful in practice. As AI capabilities grow, progress will depend less on developing new algorithms—since AI itself will increasingly be able to optimize them—and more on developing the engineers who can design scalable, efficient, and responsible systems that bring those algorithms to life.*
|
||||
|
||||
This book is part of a broader personal mission to **educate one million learners worldwide** in the foundations of AI systems engineering. The long term impact of AI will be shaped by a generation of engineers and builders who know how to turn ideas into working systems.
|
||||
|
||||
**— Vijay Janapa Reddi**
|
||||
|
||||
---
|
||||
|
||||
### What Makes This Book Different
|
||||
|
||||
This project is a living textbook. I keep it updated as the field grows, with community input along the way.
|
||||
|
||||
AI may feel like it is moving at lightning speed, but the engineering building blocks that make it work do not change as quickly as the headlines. This book is built around those stable foundations.
|
||||
|
||||
Think of it like LEGO. New sets arrive all the time, but the bricks themselves stay the same. Once you learn how the bricks fit together, you can build anything. Here, those "AI bricks" are the solid systems principles that make AI work.
|
||||
|
||||
Whether you are reading a chapter, running a lab, or sharing feedback, you are helping make these ideas more accessible to the next learner.
|
||||
|
||||
Thank you for being a part of the story 🙏
|
||||
|
||||
---
|
||||
|
||||
### Start Here
|
||||
|
||||
1. Read [Chapter 1](https://www.mlsysbook.ai/contents/core/introduction/introduction.html) and the overview.
|
||||
2. Skim the [Benchmarking chapter](https://mlsysbook.ai/contents/core/benchmarking/benchmarking.html) to know what to measure.
|
||||
3. Pick a [TinyML kit](https://www.mlsysbook.ai/contents/labs/kits.html) and run a lab.
|
||||
4. Say hello in [Introduce Yourself](https://github.com/harvard-edge/cs249r_book/discussions). I will do my best to reply.
|
||||
|
||||
## 📚 What You Will Learn
|
||||
|
||||
This textbook gives you a **systems level understanding of machine learning**, bridging the gap between algorithms and the real world infrastructure that makes them work. You will learn how to **design, build, and reason about** the components that make modern AI possible.
|
||||
|
||||
| Topic | What You Will Learn |
|
||||
| ---------------------------------- | ---------------------------------------------------------------------------------------------- |
|
||||
| **System Design** | How to design and structure end-to-end ML systems that are scalable, modular, and maintainable |
|
||||
| **Data Engineering** | How to build reliable pipelines for collection, labeling, and processing |
|
||||
| **Model Deployment** | How to turn trained models into robust, production-ready services |
|
||||
| **MLOps and Monitoring** | How to operate, monitor, and sustain AI systems over time |
|
||||
| **Edge and Embedded AI** | How to deploy ML on mobile, embedded, and resource-constrained devices |
|
||||
| **Responsible and Sustainable AI** | How to design systems with privacy, security, and environmental impact in mind |
|
||||
|
||||
---
|
||||
|
||||
## ⭐ Support This Work
|
||||
|
||||
<div align="center">
|
||||
|
||||
### Show Support
|
||||
|
||||
Star the repository to join us on the journey.
|
||||
|
||||
[](https://github.com/harvard-edge/cs249r_book/stargazers)
|
||||
|
||||
[](https://star-history.com/#harvard-edge/cs249r_book&Date)
|
||||
|
||||
**Tracking our way to 1 million learners.**
|
||||
|
||||
### Fund the Mission
|
||||
Your support helps provide TinyML kits, workshops, and infrastructure for learners worldwide.
|
||||
|
||||
[](https://opencollective.com/mlsysbook)
|
||||
|
||||
</div>
|
||||
|
||||
---
|
||||
|
||||
## 🌐 Community and Resources
|
||||
|
||||
| Resource | Description |
|
||||
|---|---|
|
||||
| [📚 **Textbook**](https://mlsysbook.ai) | Interactive online textbook |
|
||||
| [🔥 **TinyTorch**](https://tinytorch.ai) | Educational ML framework (🚧 Work in progress) |
|
||||
| [🌐 **Ecosystem**](https://mlsysbook.org) | Resources, workshops, and community |
|
||||
| [💬 **Discussions**](https://github.com/harvard-edge/cs249r_book/discussions) | Questions and ideas |
|
||||
|
||||
---
|
||||
|
||||
## 🛠️ Contributing
|
||||
|
||||
Want to improve this resource? We welcome contributions!
|
||||
|
||||
- [Contribution guide](docs/contribute.md)
|
||||
- [Development setup](#development)
|
||||
- Community discussions (see Community Resources above)
|
||||
|
||||
---
|
||||
|
||||
## 🚀 Quick Start
|
||||
|
||||
### For Readers
|
||||
```bash
|
||||
# Read online
|
||||
open https://mlsysbook.ai
|
||||
|
||||
# Download PDF
|
||||
curl -O https://mlsysbook.ai/pdf
|
||||
|
||||
# Download EPUB
|
||||
curl -O https://mlsysbook.ai/epub
|
||||
```
|
||||
|
||||
### For Contributors
|
||||
```bash
|
||||
git clone https://github.com/harvard-edge/cs249r_book.git
|
||||
cd cs249r_book
|
||||
|
||||
# First time setup
|
||||
./binder setup
|
||||
./binder doctor
|
||||
|
||||
# Daily workflow (most used)
|
||||
./binder clean # Clean build artifacts
|
||||
./binder build # Build HTML book
|
||||
./binder preview intro # Preview chapter with live reload
|
||||
|
||||
# Build all formats
|
||||
./binder pdf # Build PDF
|
||||
./binder epub # Build EPUB
|
||||
|
||||
# Utilities
|
||||
./binder help # Show all commands
|
||||
./binder list # List chapters
|
||||
```
|
||||
|
||||
---
|
||||
|
||||
## 📋 Citation & License
|
||||
|
||||
### Citation
|
||||
```bibtex
|
||||
@inproceedings{reddi2024mlsysbook,
|
||||
title = {MLSysBook.AI: Principles and Practices of Machine Learning Systems Engineering},
|
||||
author = {Reddi, Vijay Janapa},
|
||||
booktitle = {2024 International Conference on Hardware/Software Codesign and System Synthesis (CODES+ ISSS)},
|
||||
pages = {41--42},
|
||||
year = {2024},
|
||||
organization = {IEEE},
|
||||
url = {https://mlsysbook.org}
|
||||
}
|
||||
```
|
||||
|
||||
### License
|
||||
This work is licensed under **Creative Commons Attribution–NonCommercial–ShareAlike 4.0 International** (CC BY-NC-SA 4.0). You may share and adapt the material for non-commercial purposes with appropriate credit.
|
||||
|
||||
---
|
||||
|
||||
## 🙏 Contributors
|
||||
|
||||
Thanks goes to these wonderful people who have contributed to making this resource better for everyone:
|
||||
|
||||
<!-- ALL-CONTRIBUTORS-LIST:START - Do not remove or modify this section -->
|
||||
<!-- prettier-ignore-start -->
|
||||
<!-- markdownlint-disable -->
|
||||
<table>
|
||||
<tbody>
|
||||
<tr>
|
||||
<td align="center" valign="top" width="20%"><a href="https://github.com/profvjreddi"><img src="https://avatars.githubusercontent.com/profvjreddi?s=100" width="100px;" alt="Vijay Janapa Reddi"/><br /><sub><b>Vijay Janapa Reddi</b></sub></a><br /></td>
|
||||
<td align="center" valign="top" width="20%"><a href="https://github.com/hzeljko"><img src="https://avatars.githubusercontent.com/hzeljko?s=100" width="100px;" alt="Zeljko Hrcek"/><br /><sub><b>Zeljko Hrcek</b></sub></a><br /></td>
|
||||
<td align="center" valign="top" width="20%"><a href="https://github.com/Mjrovai"><img src="https://avatars.githubusercontent.com/Mjrovai?s=100" width="100px;" alt="Marcelo Rovai"/><br /><sub><b>Marcelo Rovai</b></sub></a><br /></td>
|
||||
<td align="center" valign="top" width="20%"><a href="https://github.com/jasonjabbour"><img src="https://avatars.githubusercontent.com/jasonjabbour?s=100" width="100px;" alt="Jason Jabbour"/><br /><sub><b>Jason Jabbour</b></sub></a><br /></td>
|
||||
<td align="center" valign="top" width="20%"><a href="https://github.com/uchendui"><img src="https://avatars.githubusercontent.com/uchendui?s=100" width="100px;" alt="Ikechukwu Uchendu"/><br /><sub><b>Ikechukwu Uchendu</b></sub></a><br /></td>
|
||||
</tr>
|
||||
<tr>
|
||||
<td align="center" valign="top" width="20%"><a href="https://github.com/kai4avaya"><img src="https://avatars.githubusercontent.com/kai4avaya?s=100" width="100px;" alt="Kai Kleinbard"/><br /><sub><b>Kai Kleinbard</b></sub></a><br /></td>
|
||||
<td align="center" valign="top" width="20%"><a href="https://github.com/Naeemkh"><img src="https://avatars.githubusercontent.com/Naeemkh?s=100" width="100px;" alt="Naeem Khoshnevis"/><br /><sub><b>Naeem Khoshnevis</b></sub></a><br /></td>
|
||||
<td align="center" valign="top" width="20%"><a href="https://github.com/Sara-Khosravi"><img src="https://avatars.githubusercontent.com/Sara-Khosravi?s=100" width="100px;" alt="Sara Khosravi"/><br /><sub><b>Sara Khosravi</b></sub></a><br /></td>
|
||||
<td align="center" valign="top" width="20%"><a href="https://github.com/V0XNIHILI"><img src="https://avatars.githubusercontent.com/V0XNIHILI?s=100" width="100px;" alt="Douwe den Blanken"/><br /><sub><b>Douwe den Blanken</b></sub></a><br /></td>
|
||||
<td align="center" valign="top" width="20%"><a href="https://github.com/18jeffreyma"><img src="https://avatars.githubusercontent.com/18jeffreyma?s=100" width="100px;" alt="Jeffrey Ma"/><br /><sub><b>Jeffrey Ma</b></sub></a><br /></td>
|
||||
</tr>
|
||||
<tr>
|
||||
<td align="center" valign="top" width="20%"><a href="https://github.com/shanzehbatool"><img src="https://avatars.githubusercontent.com/shanzehbatool?s=100" width="100px;" alt="shanzehbatool"/><br /><sub><b>shanzehbatool</b></sub></a><br /></td>
|
||||
<td align="center" valign="top" width="20%"><a href="https://github.com/didier-durand"><img src="https://avatars.githubusercontent.com/didier-durand?s=100" width="100px;" alt="Didier Durand"/><br /><sub><b>Didier Durand</b></sub></a><br /></td>
|
||||
<td align="center" valign="top" width="20%"><a href="https://github.com/eliasab16"><img src="https://avatars.githubusercontent.com/eliasab16?s=100" width="100px;" alt="Elias"/><br /><sub><b>Elias</b></sub></a><br /></td>
|
||||
<td align="center" valign="top" width="20%"><a href="https://github.com/JaredP94"><img src="https://avatars.githubusercontent.com/JaredP94?s=100" width="100px;" alt="Jared Ping"/><br /><sub><b>Jared Ping</b></sub></a><br /></td>
|
||||
<td align="center" valign="top" width="20%"><a href="https://github.com/ishapira1"><img src="https://avatars.githubusercontent.com/ishapira1?s=100" width="100px;" alt="Itai Shapira"/><br /><sub><b>Itai Shapira</b></sub></a><br /></td>
|
||||
</tr>
|
||||
<tr>
|
||||
<td align="center" valign="top" width="20%"><a href="https://github.com/harvard-edge/cs249r_book/graphs/contributors"><img src="https://www.gravatar.com/avatar/8863743b4f26c1a20e730fcf7ebc3bc0?d=identicon&s=100?s=100" width="100px;" alt="Maximilian Lam"/><br /><sub><b>Maximilian Lam</b></sub></a><br /></td>
|
||||
<td align="center" valign="top" width="20%"><a href="https://github.com/jaysonzlin"><img src="https://avatars.githubusercontent.com/jaysonzlin?s=100" width="100px;" alt="Jayson Lin"/><br /><sub><b>Jayson Lin</b></sub></a><br /></td>
|
||||
<td align="center" valign="top" width="20%"><a href="https://github.com/andreamurillomtz"><img src="https://avatars.githubusercontent.com/andreamurillomtz?s=100" width="100px;" alt="Andrea"/><br /><sub><b>Andrea</b></sub></a><br /></td>
|
||||
<td align="center" valign="top" width="20%"><a href="https://github.com/sophiacho1"><img src="https://avatars.githubusercontent.com/sophiacho1?s=100" width="100px;" alt="Sophia Cho"/><br /><sub><b>Sophia Cho</b></sub></a><br /></td>
|
||||
<td align="center" valign="top" width="20%"><a href="https://github.com/alxrod"><img src="https://avatars.githubusercontent.com/alxrod?s=100" width="100px;" alt="Alex Rodriguez"/><br /><sub><b>Alex Rodriguez</b></sub></a><br /></td>
|
||||
</tr>
|
||||
<tr>
|
||||
<td align="center" valign="top" width="20%"><a href="https://github.com/korneelf1"><img src="https://avatars.githubusercontent.com/korneelf1?s=100" width="100px;" alt="Korneel Van den Berghe"/><br /><sub><b>Korneel Van den Berghe</b></sub></a><br /></td>
|
||||
<td align="center" valign="top" width="20%"><a href="https://github.com/foundingnimo"><img src="https://avatars.githubusercontent.com/foundingnimo?s=100" width="100px;" alt="Nimo"/><br /><sub><b>Nimo</b></sub></a><br /></td>
|
||||
<td align="center" valign="top" width="20%"><a href="https://github.com/colbybanbury"><img src="https://avatars.githubusercontent.com/colbybanbury?s=100" width="100px;" alt="Colby Banbury"/><br /><sub><b>Colby Banbury</b></sub></a><br /></td>
|
||||
<td align="center" valign="top" width="20%"><a href="https://github.com/zishenwan"><img src="https://avatars.githubusercontent.com/zishenwan?s=100" width="100px;" alt="Zishen Wan"/><br /><sub><b>Zishen Wan</b></sub></a><br /></td>
|
||||
<td align="center" valign="top" width="20%"><a href="https://github.com/mmaz"><img src="https://avatars.githubusercontent.com/mmaz?s=100" width="100px;" alt="Mark Mazumder"/><br /><sub><b>Mark Mazumder</b></sub></a><br /></td>
|
||||
</tr>
|
||||
<tr>
|
||||
<td align="center" valign="top" width="20%"><a href="https://github.com/DivyaAmirtharaj"><img src="https://avatars.githubusercontent.com/DivyaAmirtharaj?s=100" width="100px;" alt="Divya Amirtharaj"/><br /><sub><b>Divya Amirtharaj</b></sub></a><br /></td>
|
||||
<td align="center" valign="top" width="20%"><a href="https://github.com/srivatsankrishnan"><img src="https://avatars.githubusercontent.com/srivatsankrishnan?s=100" width="100px;" alt="Srivatsan Krishnan"/><br /><sub><b>Srivatsan Krishnan</b></sub></a><br /></td>
|
||||
<td align="center" valign="top" width="20%"><a href="https://github.com/ma3mool"><img src="https://avatars.githubusercontent.com/ma3mool?s=100" width="100px;" alt="Abdulrahman Mahmoud"/><br /><sub><b>Abdulrahman Mahmoud</b></sub></a><br /></td>
|
||||
<td align="center" valign="top" width="20%"><a href="https://github.com/James-QiuHaoran"><img src="https://avatars.githubusercontent.com/James-QiuHaoran?s=100" width="100px;" alt="Haoran Qiu"/><br /><sub><b>Haoran Qiu</b></sub></a><br /></td>
|
||||
<td align="center" valign="top" width="20%"><a href="https://github.com/aptl26"><img src="https://avatars.githubusercontent.com/aptl26?s=100" width="100px;" alt="Aghyad Deeb"/><br /><sub><b>Aghyad Deeb</b></sub></a><br /></td>
|
||||
</tr>
|
||||
<tr>
|
||||
<td align="center" valign="top" width="20%"><a href="https://github.com/arnaumarin"><img src="https://avatars.githubusercontent.com/arnaumarin?s=100" width="100px;" alt="marin-llobet"/><br /><sub><b>marin-llobet</b></sub></a><br /></td>
|
||||
<td align="center" valign="top" width="20%"><a href="https://github.com/GabrielAmazonas"><img src="https://avatars.githubusercontent.com/GabrielAmazonas?s=100" width="100px;" alt="Gabriel Amazonas"/><br /><sub><b>Gabriel Amazonas</b></sub></a><br /></td>
|
||||
<td align="center" valign="top" width="20%"><a href="https://github.com/MichaelSchnebly"><img src="https://avatars.githubusercontent.com/MichaelSchnebly?s=100" width="100px;" alt="Michael Schnebly"/><br /><sub><b>Michael Schnebly</b></sub></a><br /></td>
|
||||
<td align="center" valign="top" width="20%"><a href="https://github.com/VThuong99"><img src="https://avatars.githubusercontent.com/VThuong99?s=100" width="100px;" alt="Thuong Duong"/><br /><sub><b>Thuong Duong</b></sub></a><br /></td>
|
||||
<td align="center" valign="top" width="20%"><a href="https://github.com/oishib"><img src="https://avatars.githubusercontent.com/oishib?s=100" width="100px;" alt="oishib"/><br /><sub><b>oishib</b></sub></a><br /></td>
|
||||
</tr>
|
||||
<tr>
|
||||
<td align="center" valign="top" width="20%"><a href="https://github.com/Ekhao"><img src="https://avatars.githubusercontent.com/Ekhao?s=100" width="100px;" alt="Emil Njor"/><br /><sub><b>Emil Njor</b></sub></a><br /></td>
|
||||
<td align="center" valign="top" width="20%"><a href="https://github.com/AditiR-42"><img src="https://avatars.githubusercontent.com/AditiR-42?s=100" width="100px;" alt="Aditi Raju"/><br /><sub><b>Aditi Raju</b></sub></a><br /></td>
|
||||
<td align="center" valign="top" width="20%"><a href="https://github.com/ELSuitorHarvard"><img src="https://avatars.githubusercontent.com/ELSuitorHarvard?s=100" width="100px;" alt="ELSuitorHarvard"/><br /><sub><b>ELSuitorHarvard</b></sub></a><br /></td>
|
||||
<td align="center" valign="top" width="20%"><a href="https://github.com/jared-ni"><img src="https://avatars.githubusercontent.com/jared-ni?s=100" width="100px;" alt="Jared Ni"/><br /><sub><b>Jared Ni</b></sub></a><br /></td>
|
||||
<td align="center" valign="top" width="20%"><a href="https://github.com/BaeHenryS"><img src="https://avatars.githubusercontent.com/BaeHenryS?s=100" width="100px;" alt="Henry Bae"/><br /><sub><b>Henry Bae</b></sub></a><br /></td>
|
||||
</tr>
|
||||
<tr>
|
||||
<td align="center" valign="top" width="20%"><a href="https://github.com/jaywonchung"><img src="https://avatars.githubusercontent.com/jaywonchung?s=100" width="100px;" alt="Jae-Won Chung"/><br /><sub><b>Jae-Won Chung</b></sub></a><br /></td>
|
||||
<td align="center" valign="top" width="20%"><a href="https://github.com/eimlav"><img src="https://avatars.githubusercontent.com/eimlav?s=100" width="100px;" alt="Eimhin Laverty"/><br /><sub><b>Eimhin Laverty</b></sub></a><br /></td>
|
||||
<td align="center" valign="top" width="20%"><a href="https://github.com/leo47007"><img src="https://avatars.githubusercontent.com/leo47007?s=100" width="100px;" alt="Yu-Shun Hsiao"/><br /><sub><b>Yu-Shun Hsiao</b></sub></a><br /></td>
|
||||
<td align="center" valign="top" width="20%"><a href="https://github.com/harvard-edge/cs249r_book/graphs/contributors"><img src="https://www.gravatar.com/avatar/0c931fcfd03cd548d44c90602dd773ba?d=identicon&s=100?s=100" width="100px;" alt="Matthew Stewart"/><br /><sub><b>Matthew Stewart</b></sub></a><br /></td>
|
||||
<td align="center" valign="top" width="20%"><a href="https://github.com/jianqingdu"><img src="https://avatars.githubusercontent.com/jianqingdu?s=100" width="100px;" alt="jianqingdu"/><br /><sub><b>jianqingdu</b></sub></a><br /></td>
|
||||
</tr>
|
||||
<tr>
|
||||
<td align="center" valign="top" width="20%"><a href="https://github.com/jzhou1318"><img src="https://avatars.githubusercontent.com/jzhou1318?s=100" width="100px;" alt="Jennifer Zhou"/><br /><sub><b>Jennifer Zhou</b></sub></a><br /></td>
|
||||
<td align="center" valign="top" width="20%"><a href="https://github.com/marcozennaro"><img src="https://avatars.githubusercontent.com/marcozennaro?s=100" width="100px;" alt="Marco Zennaro"/><br /><sub><b>Marco Zennaro</b></sub></a><br /></td>
|
||||
<td align="center" valign="top" width="20%"><a href="https://github.com/pongtr"><img src="https://avatars.githubusercontent.com/pongtr?s=100" width="100px;" alt="Pong Trairatvorakul"/><br /><sub><b>Pong Trairatvorakul</b></sub></a><br /></td>
|
||||
<td align="center" valign="top" width="20%"><a href="https://github.com/ShvetankPrakash"><img src="https://avatars.githubusercontent.com/ShvetankPrakash?s=100" width="100px;" alt="Shvetank Prakash"/><br /><sub><b>Shvetank Prakash</b></sub></a><br /></td>
|
||||
<td align="center" valign="top" width="20%"><a href="https://github.com/arbass22"><img src="https://avatars.githubusercontent.com/arbass22?s=100" width="100px;" alt="Andrew Bass"/><br /><sub><b>Andrew Bass</b></sub></a><br /></td>
|
||||
</tr>
|
||||
<tr>
|
||||
<td align="center" valign="top" width="20%"><a href="https://github.com/harvard-edge/cs249r_book/graphs/contributors"><img src="https://www.gravatar.com/avatar/af39c27c6090c50a1921a9b6366e81cc?d=identicon&s=100?s=100" width="100px;" alt="Emeka Ezike"/><br /><sub><b>Emeka Ezike</b></sub></a><br /></td>
|
||||
<td align="center" valign="top" width="20%"><a href="https://github.com/euranofshin"><img src="https://avatars.githubusercontent.com/euranofshin?s=100" width="100px;" alt="Eura Nofshin"/><br /><sub><b>Eura Nofshin</b></sub></a><br /></td>
|
||||
<td align="center" valign="top" width="20%"><a href="https://github.com/aryatschand"><img src="https://avatars.githubusercontent.com/aryatschand?s=100" width="100px;" alt="Arya Tschand"/><br /><sub><b>Arya Tschand</b></sub></a><br /></td>
|
||||
<td align="center" valign="top" width="20%"><a href="https://github.com/taunoe"><img src="https://avatars.githubusercontent.com/taunoe?s=100" width="100px;" alt="Tauno Erik"/><br /><sub><b>Tauno Erik</b></sub></a><br /></td>
|
||||
<td align="center" valign="top" width="20%"><a href="https://github.com/harvard-edge/cs249r_book/graphs/contributors"><img src="https://www.gravatar.com/avatar/468ef35acc69f3266efd700992daa369?d=identicon&s=100?s=100" width="100px;" alt="Fatima Shah"/><br /><sub><b>Fatima Shah</b></sub></a><br /></td>
|
||||
</tr>
|
||||
<tr>
|
||||
<td align="center" valign="top" width="20%"><a href="https://github.com/harvard-edge/cs249r_book/graphs/contributors"><img src="https://www.gravatar.com/avatar/4ad8cdf19eb3b666ace97d3eedb19278?d=identicon&s=100?s=100" width="100px;" alt="Tess314"/><br /><sub><b>Tess314</b></sub></a><br /></td>
|
||||
<td align="center" valign="top" width="20%"><a href="https://github.com/vitasam"><img src="https://avatars.githubusercontent.com/vitasam?s=100" width="100px;" alt="The Random DIY"/><br /><sub><b>The Random DIY</b></sub></a><br /></td>
|
||||
<td align="center" valign="top" width="20%"><a href="https://github.com/serco425"><img src="https://avatars.githubusercontent.com/serco425?s=100" width="100px;" alt="Sercan Aygün"/><br /><sub><b>Sercan Aygün</b></sub></a><br /></td>
|
||||
<td align="center" valign="top" width="20%"><a href="https://github.com/Gjain234"><img src="https://avatars.githubusercontent.com/Gjain234?s=100" width="100px;" alt="Gauri Jain"/><br /><sub><b>Gauri Jain</b></sub></a><br /></td>
|
||||
<td align="center" valign="top" width="20%"><a href="https://github.com/FinAminToastCrunch"><img src="https://avatars.githubusercontent.com/FinAminToastCrunch?s=100" width="100px;" alt="Fin Amin"/><br /><sub><b>Fin Amin</b></sub></a><br /></td>
|
||||
</tr>
|
||||
<tr>
|
||||
<td align="center" valign="top" width="20%"><a href="https://github.com/Allen-Kuang"><img src="https://avatars.githubusercontent.com/Allen-Kuang?s=100" width="100px;" alt="Allen-Kuang"/><br /><sub><b>Allen-Kuang</b></sub></a><br /></td>
|
||||
<td align="center" valign="top" width="20%"><a href="https://github.com/BrunoScaglione"><img src="https://avatars.githubusercontent.com/BrunoScaglione?s=100" width="100px;" alt="Bruno Scaglione"/><br /><sub><b>Bruno Scaglione</b></sub></a><br /></td>
|
||||
<td align="center" valign="top" width="20%"><a href="https://github.com/alex-oesterling"><img src="https://avatars.githubusercontent.com/alex-oesterling?s=100" width="100px;" alt="Alex Oesterling"/><br /><sub><b>Alex Oesterling</b></sub></a><br /></td>
|
||||
<td align="center" valign="top" width="20%"><a href="https://github.com/TheHiddenLayer"><img src="https://avatars.githubusercontent.com/TheHiddenLayer?s=100" width="100px;" alt="TheHiddenLayer"/><br /><sub><b>TheHiddenLayer</b></sub></a><br /></td>
|
||||
<td align="center" valign="top" width="20%"><a href="https://github.com/gnodipac886"><img src="https://avatars.githubusercontent.com/gnodipac886?s=100" width="100px;" alt="gnodipac886"/><br /><sub><b>gnodipac886</b></sub></a><br /></td>
|
||||
</tr>
|
||||
<tr>
|
||||
<td align="center" valign="top" width="20%"><a href="https://github.com/AbenezerKb"><img src="https://avatars.githubusercontent.com/AbenezerKb?s=100" width="100px;" alt="Abenezer Angamo"/><br /><sub><b>Abenezer Angamo</b></sub></a><br /></td>
|
||||
<td align="center" valign="top" width="20%"><a href="https://github.com/arighosh05"><img src="https://avatars.githubusercontent.com/arighosh05?s=100" width="100px;" alt="Aritra Ghosh"/><br /><sub><b>Aritra Ghosh</b></sub></a><br /></td>
|
||||
<td align="center" valign="top" width="20%"><a href="https://github.com/abigailswallow"><img src="https://avatars.githubusercontent.com/abigailswallow?s=100" width="100px;" alt="abigailswallow"/><br /><sub><b>abigailswallow</b></sub></a><br /></td>
|
||||
<td align="center" valign="top" width="20%"><a href="https://github.com/aethernavshulkraven-allain"><img src="https://avatars.githubusercontent.com/aethernavshulkraven-allain?s=100" width="100px;" alt="अरनव शुक्ला | Arnav Shukla"/><br /><sub><b>अरनव शुक्ला | Arnav Shukla</b></sub></a><br /></td>
|
||||
<td align="center" valign="top" width="20%"><a href="https://github.com/YangZhou1997"><img src="https://avatars.githubusercontent.com/YangZhou1997?s=100" width="100px;" alt="Yang Zhou"/><br /><sub><b>Yang Zhou</b></sub></a><br /></td>
|
||||
</tr>
|
||||
<tr>
|
||||
<td align="center" valign="top" width="20%"><a href="https://github.com/YLab-UChicago"><img src="https://avatars.githubusercontent.com/YLab-UChicago?s=100" width="100px;" alt="yanjingl"/><br /><sub><b>yanjingl</b></sub></a><br /></td>
|
||||
<td align="center" valign="top" width="20%"><a href="https://github.com/Jahnic-kb"><img src="https://avatars.githubusercontent.com/Jahnic-kb?s=100" width="100px;" alt="Jahnic Beck"/><br /><sub><b>Jahnic Beck</b></sub></a><br /></td>
|
||||
<td align="center" valign="top" width="20%"><a href="https://github.com/BravoBaldo"><img src="https://avatars.githubusercontent.com/BravoBaldo?s=100" width="100px;" alt="Baldassarre Cesarano"/><br /><sub><b>Baldassarre Cesarano</b></sub></a><br /></td>
|
||||
<td align="center" valign="top" width="20%"><a href="https://github.com/happyappledog"><img src="https://avatars.githubusercontent.com/happyappledog?s=100" width="100px;" alt="happyappledog"/><br /><sub><b>happyappledog</b></sub></a><br /></td>
|
||||
<td align="center" valign="top" width="20%"><a href="https://github.com/jasonlyik"><img src="https://avatars.githubusercontent.com/jasonlyik?s=100" width="100px;" alt="Jason Yik"/><br /><sub><b>Jason Yik</b></sub></a><br /></td>
|
||||
</tr>
|
||||
<tr>
|
||||
<td align="center" valign="top" width="20%"><a href="https://github.com/jessicaquaye"><img src="https://avatars.githubusercontent.com/jessicaquaye?s=100" width="100px;" alt="Jessica Quaye"/><br /><sub><b>Jessica Quaye</b></sub></a><br /></td>
|
||||
<td align="center" valign="top" width="20%"><a href="https://github.com/emmanuel2406"><img src="https://avatars.githubusercontent.com/emmanuel2406?s=100" width="100px;" alt="Emmanuel Rassou"/><br /><sub><b>Emmanuel Rassou</b></sub></a><br /></td>
|
||||
<td align="center" valign="top" width="20%"><a href="https://github.com/atcheng2"><img src="https://avatars.githubusercontent.com/atcheng2?s=100" width="100px;" alt="Andy Cheng"/><br /><sub><b>Andy Cheng</b></sub></a><br /></td>
|
||||
<td align="center" valign="top" width="20%"><a href="https://github.com/cursoragent"><img src="https://avatars.githubusercontent.com/cursoragent?s=100" width="100px;" alt="Cursor Agent"/><br /><sub><b>Cursor Agent</b></sub></a><br /></td>
|
||||
<td align="center" valign="top" width="20%"><a href="https://github.com/bilgeacun"><img src="https://avatars.githubusercontent.com/bilgeacun?s=100" width="100px;" alt="Bilge Acun"/><br /><sub><b>Bilge Acun</b></sub></a><br /></td>
|
||||
</tr>
|
||||
<tr>
|
||||
<td align="center" valign="top" width="20%"><a href="https://github.com/sjohri20"><img src="https://avatars.githubusercontent.com/sjohri20?s=100" width="100px;" alt="Shreya Johri"/><br /><sub><b>Shreya Johri</b></sub></a><br /></td>
|
||||
<td align="center" valign="top" width="20%"><a href="https://github.com/swilcock0"><img src="https://avatars.githubusercontent.com/swilcock0?s=100" width="100px;" alt="Sam Wilcock"/><br /><sub><b>Sam Wilcock</b></sub></a><br /></td>
|
||||
<td align="center" valign="top" width="20%"><a href="https://github.com/skmur"><img src="https://avatars.githubusercontent.com/skmur?s=100" width="100px;" alt="Sonia Murthy"/><br /><sub><b>Sonia Murthy</b></sub></a><br /></td>
|
||||
<td align="center" valign="top" width="20%"><a href="https://github.com/harvard-edge/cs249r_book/graphs/contributors"><img src="https://www.gravatar.com/avatar/fc4f3460cdfb9365ab59bdeafb06413e?d=identicon&s=100?s=100" width="100px;" alt="Costin-Andrei Oncescu"/><br /><sub><b>Costin-Andrei Oncescu</b></sub></a><br /></td>
|
||||
<td align="center" valign="top" width="20%"><a href="https://github.com/atdang2"><img src="https://avatars.githubusercontent.com/atdang2?s=100" width="100px;" alt="Andy Dang"/><br /><sub><b>Andy Dang</b></sub></a><br /></td>
|
||||
</tr>
|
||||
<tr>
|
||||
<td align="center" valign="top" width="20%"><a href="https://github.com/ishanbhattacharya"><img src="https://avatars.githubusercontent.com/ishanbhattacharya?s=100" width="100px;" alt="Ishan Bhattacharya"/><br /><sub><b>Ishan Bhattacharya</b></sub></a><br /></td>
|
||||
<td align="center" valign="top" width="20%"><a href="https://github.com/harvard-edge/cs249r_book/graphs/contributors"><img src="https://www.gravatar.com/avatar/c4c7c8ca27ba503ba33a5f27d5de4bbd?d=identicon&s=100?s=100" width="100px;" alt="Vijay Edupuganti"/><br /><sub><b>Vijay Edupuganti</b></sub></a><br /></td>
|
||||
<td align="center" valign="top" width="20%"><a href="https://github.com/iangonzalez"><img src="https://avatars.githubusercontent.com/iangonzalez?s=100" width="100px;" alt="Ian Gonzalez"/><br /><sub><b>Ian Gonzalez</b></sub></a><br /></td>
|
||||
<td align="center" valign="top" width="20%"><a href="https://github.com/Gjain234"><img src="https://avatars.githubusercontent.com/Gjain234?s=100" width="100px;" alt="Gauri Jain"/><br /><sub><b>Gauri Jain</b></sub></a><br /></td>
|
||||
<td align="center" valign="top" width="20%"><a href="https://github.com/NicholasLYang"><img src="https://avatars.githubusercontent.com/NicholasLYang?s=100" width="100px;" alt="Nicholas Yang"/><br /><sub><b>Nicholas Yang</b></sub></a><br /></td>
|
||||
</tr>
|
||||
</tbody>
|
||||
</table>
|
||||
|
||||
<!-- markdownlint-restore -->
|
||||
<!-- prettier-ignore-end -->
|
||||
|
||||
<!-- ALL-CONTRIBUTORS-LIST:END -->
|
||||
|
||||
---
|
||||
|
||||
<div align="center">
|
||||
|
||||
**[⭐ Star us on GitHub](https://github.com/harvard-edge/cs249r_book) • [💬 Join discussions](https://github.com/harvard-edge/cs249r_book/discussions) • [🌐 Visit mlsysbook.ai](https://mlsysbook.ai)**
|
||||
|
||||
*Built with dedication by the MLSysBook community.*
|
||||
|
||||
</div>
|
||||
|
||||
Reference in New Issue
Block a user