AI Systems Education
Engineering-centered, open-source education in Machine Learning, Edge AI, and beyond.

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🆕 Welcome to the ML Systems Education Collective! 🎉
We're thrilled to launch this space for the Machine Learning Systems Education community! What began as a course at Harvard has grown into a global movement to make AI systems education open, hands-on, and accessible to all. 📘 We’ve now ga...
Published on July 17, 2025 by Vijay Janapa Reddi

About
Our mission is to expand global access to AI systems education through open-source tools, hands-on learning, and a deep focus on real-world engineering.
Our collective is dedicated to expanding access to high-quality education in AI engineering globally by developing and maintaining "Machine Learning Systems: Principles and Practices of Engineering Artificially Intelligent Systems," an open-source textbook 📚 and hands-on learning platform 👩💻.
What began as a Harvard course has evolved into a global movement, with tools like the Tiny🔥Torch minimalist ML framework and TinyML kits 📦 empowering students to learn by building real AI systems.
Our content teaches core engineering concepts in AI systems, including data collection, model design, optimization, and deployment, through a systems-first lens. Students learn systems thinking. Our materials are already being used in university courses, workshops, and self-guided programs worldwide.
These resources are already in use in university classrooms, online programs, and workshops worldwide, with a special focus on supporting educators and learners in underrepresented and under-resourced communities. Everyone deserves the opportunity to understand and develop intelligent AI systems.
We will always keep everything free, open-source, and globally inclusive.
We will always keep everything free, open-source, and globally inclusive.
Your support helps us:
- Develop new learning units and kits
- Sustain open infrastructure
- Fund contributors and educators globally
- Expand access across the Global South and beyond
By supporting our mission and joining this open-source education collective, you’re helping to democratize AI engineering education — one learner, one lab, and one chapter at a time 📖.