{"product_id":"embedded-machine-learning-9786208158651","title":"Embedded Machine Learning","description":"\u003cp\u003e • Author(s): Afef Mdhaffar\u003cbr\u003e • Publisher: Our Knowledge Publishing\u003cbr\u003e • Publisher Imprint: Our Knowledge Publishing\u003cbr\u003e • BISAC: General\u003c\/p\u003e\u003cp\u003eThis book represents a first step towards embedded machine learning. It presents techniques for optimizing and compressing deep learning models. These techniques make it easier to deploy a high-performance, lightweight deep learning model on resource-constrained devices such as smartphones and microcontrollers. This paper also explores a topical knowledge transfer technique, namely knowledge distillation. This technique makes it possible to improve the performance of a lightweight deep learning model, while transferring to it the knowledge of a complex, high-performance deep learning model. All these techniques have been detailed in this book and illustrated with practical Python implementations, generally based on the use of the pytorch and tensorflow libraries.\u003c\/p\u003e","brand":"Atlantic Books","offers":[{"title":"Paperback","offer_id":46395207090327,"sku":"9786208158651","price":4101.0,"currency_code":"INR","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0666\/3471\/1191\/files\/9786208158651.webp?v=1769032016","url":"https:\/\/atlanticbooks.com\/products\/embedded-machine-learning-9786208158651","provider":"Atlantic Books","version":"1.0","type":"link"}