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Tinyml by Pete Warden (Paperback, 2020)

Rarewaves Outlet (1366580)

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About this product

Product Information

Deep learning networks are getting smaller. Much smaller. The Google Assistant team can detect words with a model just 14 kilobytes in size--small enough to run on a microcontroller. With this practical book you'll enter the field of TinyML, where deep learning and embedded systems combine to make astounding things possible with tiny devices. Pete Warden and Daniel Situnayake explain how you can train models small enough to fit into any environment. Ideal for software and hardware developers who want to build embedded systems using machine learning, this guide walks you through creating a series of TinyML projects, step-by-step. No machine learning or microcontroller experience is necessary. Build a speech recognizer, a camera that detects people, and a magic wand that responds to gestures Work with Arduino and ultra-low-power microcontrollers Learn the essentials of ML and how to train your own models Train models to understand audio, image, and accelerometer data Explore TensorFlow Lite for Microcontrollers, Google's toolkit for TinyML Debug applications and provide safeguards for privacy and security Optimize latency, energy usage, and model and binary size

Product Identifiers

PublisherO'reilly Media, Inc, USA

ISBN-139781492052043

eBay Product ID (ePID)2317405876

Product Key Features

Publication Year2020

SubjectComputer Science

Number of Pages504 Pages

LanguageEnglish

Publication NameTinyml

TypeTextbook

AuthorPete Warden

FormatPaperback

Additional Product Features

Country/Region of ManufactureUnited States

Title_AuthorPete Warden