Deep learning cookbook : practical recipes to get started quickly / Douwe Osinga.

Format:

Book

Author/Creator:

Osinga, Douwe, author.

Language:

English

Subjects (All):

Machine learning.

Python (Computer program language).

Physical Description:

1 online resource (1 volume) : illustrations

Edition:

First edition.

Place of Publication:

Sebastopol, CA : O'Reilly Media, 2018.

System Details:

text file

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 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

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.

Notes:

Description based on online resource; title from title page (Safari, viewed March 11, 2019).

Includes index.

ISBN:

9781491995792

1491995793

9781491995839

1491995831

9781491995815

1491995815

OCLC:

1089811462