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Deep Learning Cookbook: Practical Recipes to Get Started Quickly By Douwe Osinga PDF

Download Book : Deep Learning Cookbook: Practical Recipes to Get Started Quickly By Douwe Osinga PDF




Informations about the book:


Title: Deep Learning Cookbook: Practical Recipes to Get Started Quickly 

Author: Douwe Osinga

Size11.9 MB

FormatPDF

Year2018

Pages253


Book Contents:


1. Tools and Techniques
2. Getting Unstuck
3. Calculating Text Similarity Using Word Embeddings
4. Building a Recommender System Based on Outgoing Wikipedia Links
5. Generating Text in the Style of an Example Text
6. Question Matching
7. Suggesting Emojis
8. Sequence-to-Sequence Mapping
9. Reusing a Pretrained Image Recognition Network
10. Building an Inverse Image Search Service
11. Detecting Multiple Images
12. Image Style
13. Generating Images with Autoencoders
14. Generating Icons Using Deep Nets
15. Music and Deep Learning
16. Productionizing Machine Learning Systems


Description:


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.


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