Deep Learning Cookbook: Practical recipes to get started quickly - Brossura

Osinga, Douwe

Brossura

ISBN 10: 149199584X ISBN 13: 9781491995846

Casa editrice: O'Reilly UK Ltd., 2018

Riassunto

Deep learning doesnÃ?Â[ 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, youÃ?Â[ 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 youÃ?Â[ re stuck. Examples are written in Python with code available on GitHub as a set of Python notebooks.

YouÃ?Â[ 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

Su questo libro

Informazioni sull'autore

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).

Dettagli dell'edizione

• Editore: O'Reilly UK Ltd.
• Data di pubblicazione: 2018
• Lingua: Inglese
• ISBN 10: 149199584X
• ISBN 13: 9781491995846
• Rilegatura: Copertina flessibile
• Numero di pagine: 251
• Contatto del produttore: non disponibile
• Persona responsabile: non disponibile