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Deep Learning with Python, Second Edition 2nd Edition

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Deep Learning with Python, Second Edition 2nd Edition

Autor: François Chollet
Broj strana: 504
ISBN broj: 978-1617296864
Izdavač: MANNING PUBLICATIONS MANNING PUBLICATIONS
Godina izdanja: 2021.

                 
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Unlock the groundbreaking advances of deep learning with this extensively revised new edition of the bestselling original. Learn directly from the creator of Keras and master practical Python deep learning techniques that are easy to apply in the real world.

In Deep Learning with Python, Second Edition you will learn:

    Deep learning from first principles
    Image classification and image segmentation
    Timeseries forecasting
    Text classification and machine translation
    Text generation, neural style transfer, and image generation

Deep Learning with Python has taught thousands of readers how to put the full capabilities of deep learning into action. This extensively revised second edition introduces deep learning using Python and Keras, and is loaded with insights for both novice and experienced ML practitioners. You’ll learn practical techniques that are easy to apply in the real world, and important theory for perfecting neural networks.

Purchase of the print book includes a free eBook in PDF, Kindle, and ePub formats from Manning Publications.

About the technology
Recent innovations in deep learning unlock exciting new software capabilities like automated language translation, image recognition, and more. Deep learning is quickly becoming essential knowledge for every software developer, and modern tools like Keras and TensorFlow put it within your reach—even if you have no background in mathematics or data science. This book shows you how to get started.

About the book
Deep Learning with Python, Second Edition introduces the field of deep learning using Python and the powerful Keras library. In this revised and expanded new edition, Keras creator François Chollet offers insights for both novice and experienced machine learning practitioners. As you move through this book, you’ll build your understanding through intuitive explanations, crisp illustrations, and clear examples. You’ll quickly pick up the skills you need to start developing deep-learning applications.

What's inside

    Deep learning from first principles
    Image classification and image segmentation
    Time series forecasting
    Text classification and machine translation
    Text generation, neural style transfer, and image generation

About the reader
For readers with intermediate Python skills. No previous experience with Keras, TensorFlow, or machine learning is required.

About the author
François Chollet is a software engineer at Google and creator of the Keras deep-learning library.

Table of Contents
1  What is deep learning?
2 The mathematical building blocks of neural networks
3 Introduction to Keras and TensorFlow
4 Getting started with neural networks: Classification and regression
5 Fundamentals of machine learning
6 The universal workflow of machine learning
7 Working with Keras: A deep dive
8 Introduction to deep learning for computer vision
9 Advanced deep learning for computer vision
10 Deep learning for timeseries
11 Deep learning for text
12 Generative deep learning
13 Best practices for the real world
14 Conclusions

 

Komentari

• Marko Nikolic
Jedna od boljih praktinih knjiga u domenu Deep Learninga. Sigurno cu je kupitit za kolekciju.

• Бојан Милојевић
Ovo je sigurno odličan izbor. Uzeću je svakako :)

• Igor Ljubinkovic
Ovo je sjajna knjiga autora koji je kreirao biblioteku Keras. Svima koje ova tema zanima preporicujem ovu knjigu, kao obaveznu literaturu. Pogledajte komentare na Amazonu za prvo izdanje, i bice vam jasno. Ovu knjigu, i to drugo izdanje, vec imam u pdf-u, ali bih je obavezno kupio ako bude objavljena (kao sto je slucaj i sa mnogim drugim izdanjima Kompjuter biblioteke).

• Miloš Simić
Ovo bi bio odličan izbor

• Jelena F
Uzimam redovno vasa izdanja, i ova knjiga vezana za python i deep learning ce biti odlican dodatak vasim postojecim izdanjima, pozdrav!

• Draško Sarić
Predlažem ovu knjigu, odlična tema!

• Milan Jovanovic
Uzimam redovno vase knjige na akcij preko 20 sigurno,predlazem knjigu o pythonu za prevod

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