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Embedded Machine Learning by Afef Mdhaffar [Paperback]
- Item No : 146577535363
- Condition : Brand New
- Brand : No brand Info
- Seller : bestpriceworldwide
- Current Bid : US $38.89
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* Item Description
- This 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.
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