Deep Learning: A Comprehensive Guide

ISBN-13: 9781032028828 / Angielski / Twarda / 2021 / 290 str.

Shriram K. Vasudevan; Siniraj Pulari; Subashri Vasudevan

Opis

This book focuses on all the relevant topics of Deep Learning. It covers the conceptual, mathematical and practical aspects of deep learning & offers real time practical examples & case studies. It is aimed primarily at graduates, researchers and professionals working in Deep Learning.

Spis treści

1. Introduction to Deep Learning. 2. The Tools and Prerequisites. 3. Machine Learning:The Fundamentals4. The Deep Learning Framework. 5. CNN– Convolutional Neural Networks – A Complete Understanding. 6. CNN Architectures – An Evolution 7. Recurrent Neural Networks. 8. Autoencoders. 9. Generative Models. 10. Transfer Learning. 11. Intel OpenVino – A Must Know Deep Learning Toolkit. 12. Interview Questions and Answers.