Principles and Practices of Engineering Artificially Intelligent Systems

1 GitHub ⭐ = 1 Learner 👩‍🎓

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Every star supports free learning resources and community-driven knowledge sharing.

Thanks to your support, we’ve developed and distributed TinyML hardware kits to learners in underserved regions. Partnerships with organizations like Arduino and SEEED Studio have helped bring hands-on AI education to new communities around the world.

📰 Learn more in this Science article about how TinyML is reshaping AI access in the Global South.

• Read Online: View the most recent and fully rendered version of the book on our website.
• Download PDF: Get a downloadable PDF version of the entire book for offline reading.

We welcome contributors of all levels. Whether you’re writing content, fixing mistakes, or suggesting improvements, your work helps us build a better book.

• New to ML Systems? Browse the book and suggest edits or clarifications.
• Have domain knowledge? Help with expanding or refining chapters, figures, or labs.
• Want to code? Improve examples or tooling.

📘 See the Contribution Guide to get started.

If you're unsure where to start or have any questions, feel free to reach out through our GitHub Discussions or see the open GitHub issues. We're here to support you throughout the process!

If you'd like to build the book locally, follow these steps:

1. Install Quarto: Follow the Quarto installation instructions.
2. Render the Book in all formats:

   cd cs249r_book
   quarto render

3. Render the Book in a specific format (works faster):

   cd cs249r_book
   quarto render --to html

For a complete setup guide, including dependency installation, see BUILD.md.

This project follows the all-contributors specification. Contributions of any kind are welcome!

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Kai Kleinbard	Naeem Khoshnevis	Sara Khosravi	Jeffrey Ma	Douwe den Blanken
shanzehbatool	Elias	Jared Ping	Itai Shapira	Maximilian Lam
Jayson Lin	Sophia Cho	Andrea	Alex Rodriguez	Korneel Van den Berghe
Colby Banbury	Zishen Wan	Mark Mazumder	Abdulrahman Mahmoud	Divya Amirtharaj
Srivatsan Krishnan	marin-llobet	Haoran Qiu	Emeka Ezike	Aghyad Deeb
Michael Schnebly	ELSuitorHarvard	Emil Njor	Aditi Raju	oishib
Jared Ni	Jae-Won Chung	Yu-Shun Hsiao	Henry Bae	Eura Nofshin
Jennifer Zhou	Shvetank Prakash	Matthew Stewart	Pong Trairatvorakul	Marco Zennaro
Arya Tschand	Andrew Bass	Allen-Kuang	Bruno Scaglione	Fin Amin
Gauri Jain	gnodipac886	Alex Oesterling	Fatima Shah	The Random DIY
Sercan Aygün	TheHiddenLayer	Baldassarre Cesarano	Abenezer Angamo	yanjingl
अरनव शुक्ला | Arnav Shukla	Yang Zhou	happyappledog	abigailswallow	Aritra Ghosh
Andy Cheng	Bilge Acun	Jessica Quaye	Jason Yik	Emmanuel Rassou
Shreya Johri	Sonia Murthy	Vijay Edupuganti	Costin-Andrei Oncescu	Annie Laurie Cook
Jothi Ramaswamy	Batur Arslan	Curren Iyer	Fatima Shah	Edward Jin
a-saraf	songhan	Zishen