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Deep learning cookbook : practical recipes to get started quickly

Author: Douwe Osinga
Publisher: Sebastopol, CA : O'Reilly Media, 2018. ©2018
Edition/Format:   Print book : English : First editionView all editions and formats
Summary:
Deep learning doesn't have to be intimidating. Until recently, this machine-learning method required years of study, but with frameworks such as Keras and Tensorflow, software engineers without a background in machine learning can quickly enter the field. With the recipes in this cookbook, you'll learn how to solve deep-learning problems for classifying and generating text, images, and music. Each chapter consists  Read more...
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Document Type: Book
All Authors / Contributors: Douwe Osinga
ISBN: 149199584X 9781491995846
OCLC Number: 1004763844
Notes: Includes index.
Description: xv, 234 pages : illustrations ; 24 cm
Contents: Tools and techniques --
Getting unstuck --
Calculating text similarity using word embeddings --
Building a recommender system based on outgoing Wikipedia links --
Generating text in the style of an example text --
Question matching --
Suggesting emojis --
Sequence-to-sequence mapping --
Reusing a pretrained image recognition network --
Building an inverse image search service --
Detecting multiple images --
Image style --
Generating images with autoencoders --
Generating icons using deep nets --
Music and deep learning --
Productionizing machine learning systems.
Responsibility: Douwe Osinga.

Abstract:

With the recipes in this cookbook, you'll learn how to solve deep-learning problems for classifying and generating text, images, and music. Each chapter consists of several recipes needed to complete  Read more...

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