This project is an open-source course material for Harvard University's AI Systems Engineering (CS249r) course, which includes books and source code. By practicing the implementation of the deep learning framework TinyTorch from the ground up and deploying models to hardware devices such as Arduino and Raspberry Pi, it helps learners integrate machine learning theory with systems engineering practice and master the methods of deploying AI systems in actual embedded development.