Beginning with Deep Learning Using TensorFlow: A Beginners Guide to TensorFlow and Keras for Practicing Deep Learning Principles and Applications
Publication details: BPB Publications 2022 New DelhiDescription: 286ISBN:- 9789355510471
- 005.74015 SIL
Item type | Current library | Collection | Call number | Status | Date due | Barcode |
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Main Library Analytics | Reference book | 005.74015 SIL (Browse shelf(Opens below)) | Available | 119390 |
This book begins with the configuration of an Anaconda development environment, essential for practicing the deep learning process. The basics of machine learning, which are needed for Deep Learning, are explained in this book.TensorFlow is the industry-standard library for Deep Learning, and thereby, it is covered extensively with both versions, 1.x and 2.x. As neural networks are the heart of Deep Learning, the book explains them in great detail and systematic fashion, beginning with a single neuron and progressing through deep multilayer neural networks. The emphasis of this book is on the practical application of key concepts rather than going in-depth with them.After establishing a firm basis in TensorFlow and Neural Networks, the book explains the concepts of image recognition using Convolutional Neural Networks (CNN), followed by speech recognition, and natural language processing (NLP). Additionally, this book discusses Transformers, the most recent advancement in NLP.TABLE OF CONTENTS1. Introduction to Artificial Intelligence2. Machine Learning 3. TensorFlow Programming4. Neural Networks5. TensorFlow 26. Image Recognition7. Speech Recognition
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