We use cookies to make your experience better. By continuing to browse our site you are agreeing to our use of cookies. Learn more.
Deep Learning on Embedded Systems by Tariq M. Arif (Hardback)
£76.95
Available
Product Ref. (e.g. ISBN, SKU)
9781394269266
Published:
29 Jun 2025
Format:
Hardback
Number of pages:
256 pages
Weight:
0.000kgs
Author:
Comprehensive, accessible introduction to deep learning for engineering tasks through Python programming, low-cost hardware, and freely available software
Deep Learning On Embedded Systems is a comprehensive guide to the practical implementation of deep learning for engineering tasks through computers and embedded hardware such as Raspberry Pi and Nvidia Jetson Nano. After an introduction to the field, the book provides fundamental knowledge on deep learning, convolutional and recurrent neural networks, computer vision, and basics of Linux terminal and docker engines. This book shows detailed setup steps of Jetson Nano and Raspberry Pi for utilizing essential frameworks such as PyTorch and OpenCV. GPU configuration and dependency installation procedure for using PyTorch is also discussed allowing newcomers to seamlessly navigate the learning curve.
A key challenge of utilizing deep learning on embedded systems is managing limited GPU and memory resources. This book outlines a strategy of training complex models on a desktop computer and transferring them to embedded systems for inference. Also, students and researchers often face difficulties with the varying probabilistic theories and notations found in data science literature. To simplify this, the book mainly focuses on the practical implementation part of deep learning using Python programming, low-cost hardware, and freely available software such as Anaconda and Visual Studio Code.To aid in reader learning, questions and answers are included at the end of most chapters.
Written by a highly qualified author, Deep Learning On Embedded Systems includes discussion on: Fundamentals of deep learning, including neurons and layers, activation functions, network architectures, hyperparameter tuning, and convolutional and recurrent neural networks (CNNs & RNNs) PyTorch, OpenCV, and other essential framework setups for deep transfer learning, along with Linux terminal operations, docker engine, docker images, and virtual environments in embedded devices.
Training models for image classification and object detection with classification, then converting trained PyTorch models to ONNX format for efficient deployment on Jetson Nano and Raspberry Pi.
Deep Learning On Embedded Systems serves as an excellent introduction to the field for undergraduate engineering students seeking to learn deep learning implementations for their senior capstone or class projects and graduate researchers and educators who wish to implement deep learning in their research.
About the Author: Tariq M. Arif, PhD, is an Associate Professor at WSU since 2019. Prior to that, he worked at the University of Wisconsin, Platteville. His primary research interests include artificial intelligence and genetic algorithms for robotics control, computer vision, and biomedical simulations involving machine learning algorithms.He also worked in the Japanese automobile industry for three and half years as a CAD/CAE engineer.
| Number of pages | 256 |
|---|
We will despatch your order as quickly as we can. If, for whatever reason, a product is out of stock we will contact you to discuss the likely delivery time or an alternative product.
| First Item | 2 Items & Over | |
|---|---|---|
| UK | £3.75 | £5.00 |
| EU | £15.00 | £30.00 |
| USA & Canada | £30.00 | £50.00 |
| Rest of the World | £45.00 | £60.00 |
| Collect in Store | free | free |
Additional Delivery Information (and some really important bits):
UK Delivery
Orders for delivery in the UK are normally despatched by Royal Mail, using the RM 48 Tracked Service with most orders delivered to you within a few days of placing your order with us. For larger parcels, Courier and Signed For delivery services may be used. Signed Books are shipped in our specially made book mailing cartons, with the books themselves wrapped in paper to protect them. Sometimes we may ship your order in several parts, particularly if you have 'Pre-Order' titles in your order or titles which are held in stock with our publishing partners.
The Really Important Bit: Because we use tracked, courier and signed for delivery services, please use an address at which your parcel can be received during the normal working day, for example, you may want to have your order delivered to your work address if you're not at home during the day.
First Item @ £3.75 (sometimes a shipping supplement may be added for particularly heavy books or specific postcodes*)
2 Items & over @ £5.00 in total
Another Really Important Bit: There are a number of Postcodes in the UK for which we will need to charge a shipping supplement, this will be calculated once we know the size and weight of the shipment. For these orders we will contact customers to agree a suitable and economic method of shipping. There may also be additional time required for delivery to some areas of the United Kingdom. Where possible, we will ship book orders (under 2kg) by Royal Mail to all UK postcodes. Large multiple book orders and books over 2kg are often shipped via APC Overnight or similar, regardless of Postcode.
Overseas Delivery
Shipments to EU countries:
First Item @ £15.00 (sometimes a shipping supplement will be added for particularly heavy books)
2 Items & over @ £30.00 in total
A really, really important Brexit bit: From 1st January 2021 shipments to EU addresses may incur additional costs which could be requested by Fed Ex at the time of delivery. These costs may vary from country to country and are not within our control and will be in addition to the costs paid to us for your delivery. If in any doubt, please check with your local Fed Ex office what, if any, additional costs will be applicable to your order - https://www.fedex.com
From 1st July 2021, VAT will be applicable to those EU countries where VAT is applied to books - this additional charge will be collected by Fed Ex (or the Royal Mail) at the time of delivery.
Shipments to the USA & Canada:
First Item @ £30.00
2 Items & over @ £50.00 in total
Shipments to the Rest of the World:
First Item @ £45.00
2 Items & over @ £60.00 in total
All overseas orders are shipped using a 'signed for' courier service - please provide an address at which your parcel can be signed for on receipt. We use the same packaging materials for our overseas deliveries as we do those in the UK. In some cases, particularly large and heavy books, or books being shipped to remote areas, may incur an additional shipping charge - if this is the case with your order, we'll notify you as quickly as possible of these charges and to arrange the additional payment. You can of course cancel your order with an immediate refund should you not wish to accept these additional costs. Shipments to overseas territories may incur additional Duty & Tax costs which could be requested by Fed Ex at the time of delivery. These costs may vary from country to country and are not within our control and will be in addition to the costs paid to us for your delivery. If in any doubt, please check with your local Fed Ex office what, if any, additional Tax & Duty costs will be applicable to your order - https://www.fedex.com
Collect in Person at Coles Books
We're open Monday - Saturday, 9:00am - 5:30pm. If you're collecting your order, please wait until you get the text, phone call or email from us, just to be on the safe side and to ensure we have your order ready for you on arrival (we'll use the contact information provided during checkout). Not everything on our website is available for immediate collection, please do wait for the text, call or email - if time is of the essence, we'd suggest you call us on 01869 320779 and check availability prior to placing your order. You can pick up your order from the till, please bring a copy of your email receipt (electronic or printed is fine).
Coming by Car
If you're coming to Coles by car, why not take advantage of the 2 hours free parking at Sainsbury's Pioneer Square - just follow the signs for Pioneer Square as you drive into Bicester and park in the multi-storey car park above the supermarket. Come down the travelators, exit Sainsbury's, turn right and follow the pedestrianised walkway to Crown Walk and turn right - and Coles will be right in front of you. You don't need to shop in Sainsbury's to get the free parking!
Where to Find Us
Coles Books
22 Crown Walk
Pioneer Square
Bicester, Oxfordshire
OX26 6HY, United Kingdom
It was the most impressive packaging that I have EVER SEEN!!! The books were in perfect condition!!!!!
Super fast delivery and well packaged. Quality item and service!