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Deep Learning for Engineers

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Book Details
Language
English
Publishers
Chapman and Hall/CRC; 1st edition (28 Feb. 2024)
Weight
0.41 KG
Publication Date
28/02/2024
ISBN-10
1032504730
Pages
158 pages
ISBN-13
9781032504735
Dimensions
15.6 x 1.12 x 23.39 cm
SKU
9781032504735
Author Name
Tariq M. Arif (Author)
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Deep Learning for Engineers introduces the fundamental principles of deep learning along with an explanation of the basic elements required for understanding and applying deep learning models. As a comprehensive guideline for applying deep learning models in practical settings, this book features an easy-to-understand coding structure using Python and PyTorch with an in-depth explanation of four typical deep learning case studies on image classification, object detection, semantic segmentation, and image captioning.

The fundamentals of convolutional neural network (CNN) and recurrent neural network (RNN) architectures and their practical implementations in science and engineering are also discussed. This book includes exercise problems for all case studies focusing on various fine-tuning approaches in deep learning.

Science and engineering students at both undergraduate and graduate levels, academic researchers, and industry professionals will find the contents useful. .

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