Deep Learning Cookbook: Practical Recipes to Get Started Quickly

Osinga, Douwe

ISBN 10: 149199584X / ISBN 13: 9781491995846

Published by O'Reilly Media, 2018

About this Item

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Bibliographic Details

• Title: Deep Learning Cookbook: Practical Recipes to Get Started Quickly
• Publisher: O'Reilly Media
• Publication Date: 2018
• Language: English
• ISBN 10: 149199584X
• ISBN 13: 9781491995846
• Binding: Paperback
• Condition: Good

About this title

Synopsis

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 of several recipes needed to complete a single project, such as training a music recommending system. Author Douwe Osinga also provides a chapter with half a dozen techniques to help you if you’re stuck. Examples are written in Python with code available on GitHub as a set of Python notebooks.

You’ll learn how to:

• Create applications that will serve real users
• Use word embeddings to calculate text similarity
• Build a movie recommender system based on Wikipedia links
• Learn how AIs see the world by visualizing their internal state
• Build a model to suggest emojis for pieces of text
• Reuse pretrained networks to build an inverse image search service
• Compare how GANs, autoencoders and LSTMs generate icons
• Detect music styles and index song collections

About the Author

Douwe Osinga is an experienced Software Engineer, formerly with Google, and founder of three startups. He maintains a popular software project website, partly focused on machine learning (https://douweosinga.com/projects/machine_learning).