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Deep Learning Quick Reference

You're reading from   Deep Learning Quick Reference Useful hacks for training and optimizing deep neural networks with TensorFlow and Keras

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Product type Paperback
Published in Mar 2018
Publisher Packt
ISBN-13 9781788837996
Length 272 pages
Edition 1st Edition
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Author (1):
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Mike Bernico Mike Bernico
Author Profile Icon Mike Bernico
Mike Bernico
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Table of Contents (15) Chapters Close

Preface 1. The Building Blocks of Deep Learning FREE CHAPTER 2. Using Deep Learning to Solve Regression Problems 3. Monitoring Network Training Using TensorBoard 4. Using Deep Learning to Solve Binary Classification Problems 5. Using Keras to Solve Multiclass Classification Problems 6. Hyperparameter Optimization 7. Training a CNN from Scratch 8. Transfer Learning with Pretrained CNNs 9. Training an RNN from scratch 10. Training LSTMs with Word Embeddings from Scratch 11. Training Seq2Seq Models 12. Using Deep Reinforcement Learning 13. Generative Adversarial Networks 14. Other Books You May Enjoy

Case studies for document classifications

Since I have presented two viable alternatives for document classifications, this chapter will contain two separate examples for document classification. Both will use embedding layers. One will use an LSTM and the other will use a CNN.

We will also compare the performance between learning an embedding layer and, starting with someone else's weights, applying a transfer learning approach.

The code for both of these examples can be found in the Chapter10 folder in the book's Git repo. Some of the data and the GloVe vectors will need to be downloaded separately. Instructions to do so exist in comments within the code.

Sentiment analysis with Keras embedding layers and LSTMs

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