Tinyml. Book of recipes. Iodichee J. M.

Tinyml - a technology designed to expand the use of artificial intelligence due to devices with small energy consumption, such as microcontrollers. After reading this book, you can freely use advanced practices and fraramvorki ml in your work.

among the topics under consideration: Principles of programming of microcontrollers; Fundamentals of applications deployment on Arduino Nano 33 Ble Sense and Raspberry Pi Pico; introduction of an application that reacting to a human voice using Edge Impulse; the use of transfer learning for the classification of interior premises using Arduino Nano 33 Ble Sense; Creating an application for gesture recognition using Raspberry Pi Pico; development of the CIFAR-10 model for microcontrollers with limited memory; The launch of the image classifier on the virtual ARM Ethos-U55 Micronpu with MicrotVM.

The publication is intended for engineers who are interested in creating machine learning applications on microcontrollers. A basic acquaintance with the languages ​​C/C ++, Python and the command line (CLI) interface are required; Preliminary knowledge about microcontrollers is not obligatory.