wdmdev/tinyml-resources

My (evolving) collection of resources on TinyML and Embedded AI.

TinyML and Embedded AI Resources

My (evolving) collection of resources on TinyML and Embedded AI.

Books

• Machine Learning Systems with TinyML
• TinyML Cookbook
• TinyML: Machine Learning with TensorFlow Lite on Arduino and Ultra-Low-Power Microcontrollers
• AI at the Edge
• The Embedded Rust Book
• Discovery (Programming microcontrollers in Rust)

Courses

• TinyML and Efficient Deep Learning Computing @ MIT
• CS249r: Tiny Machine Learning @ Havard
• HarvardX: MLOps for Scaling TinyML
• Introduction to Embedded Deep Learning @ CMU
• On-Device Machine Learning @ CMU
• Hardware for Machine Learning @ Berkeley
• Machine learning on Embedded Systems @ Stanford

Websites

• Han Lab @ MIT
• Edge Computing Lab @ Havard
• Rust Embedded (Github)
• TinyML Papers and Projects