Community
AI engineering education belongs to everyone.
Machine Learning Systems is taught at 40+ universities across six continents — from Bogota to Johannesburg, from Kobe to Nairobi.
Every chapter and lab is open and free — and we ship hardware kits to partner universities that need them.
AI has no borders. Neither should the education to build it.
The TinyML4D Academic Network — 40+ partner universities teaching ML systems.
Global Readership
243,000+ readers across 180+ countries — thank you for making this community what it is.
"This was the first time our students could run a neural network on real hardware they could hold in their hands. That changes how they think about ML — it's not abstract anymore."
TinyML4D partner university
"Before this curriculum, our students had no way to learn ML systems with real hardware. The kits and course materials changed what we could teach."
Professor, UNIFEI, Brazil
Beyond the Textbook
Every chapter is free to read — but access means more than a URL. It means hardware, training, and showing up in person.
Global Academic Network
40+ universities across six continents teaching ML systems — from Harvard and Columbia to institutions across Africa, Asia, and Latin America. Through our partnership with ICTP in Trieste, we provide curriculum, instructor training, and ongoing support.
Hardware Where It's Needed
We ship real hardware — Arduino and Seeed edge devices — to universities that couldn't otherwise afford them. Every partner institution receives kits so students can learn on real silicon, not just simulations.
Workshops on the Ground
The annual SciTinyML workshop series at ICTP in Trieste brings researchers and students together to apply ML to real scientific challenges — from environmental monitoring to health diagnostics.
Free and Open — Always
The full two-volume textbook is available as free HTML, PDF, and EPUB. The HarvardX TinyML Professional Certificate on edX reaches thousands of learners worldwide. CC-BY-NC-SA licensed so anyone can teach from it.
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Workshops & Events
Annual research workshops, monthly Show & Tell sessions, free online courses, and past event archives.
View eventsPartners & Sponsors
The institutions and companies that make open AI education possible — from hardware to publishing.
Meet our partnersNewsletter
Updates from the author's desk — new chapters, curriculum news, and community spotlights.
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