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Apache Spark Deep Learning Cookbook

You're reading from   Apache Spark Deep Learning Cookbook Over 80 best practice recipes for the distributed training and deployment of neural networks using Keras and TensorFlow

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Product type Paperback
Published in Jul 2018
Publisher Packt
ISBN-13 9781788474221
Length 474 pages
Edition 1st Edition
Languages
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Authors (2):
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Ahmed Sherif Ahmed Sherif
Author Profile Icon Ahmed Sherif
Ahmed Sherif
Amrith Ravindra Amrith Ravindra
Author Profile Icon Amrith Ravindra
Amrith Ravindra
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Toc

Table of Contents (15) Chapters Close

Preface 1. Setting Up Spark for Deep Learning Development FREE CHAPTER 2. Creating a Neural Network in Spark 3. Pain Points of Convolutional Neural Networks 4. Pain Points of Recurrent Neural Networks 5. Predicting Fire Department Calls with Spark ML 6. Using LSTMs in Generative Networks 7. Natural Language Processing with TF-IDF 8. Real Estate Value Prediction Using XGBoost 9. Predicting Apple Stock Market Cost with LSTM 10. Face Recognition Using Deep Convolutional Networks 11. Creating and Visualizing Word Vectors Using Word2Vec 12. Creating a Movie Recommendation Engine with Keras 13. Image Classification with TensorFlow on Spark 14. Other Books You May Enjoy

Downloading the therapy bot session text dataset


This section will focus on downloading and setting up the dataset that will be used for NLP in this chapter.

Getting ready

The dataset that we will use in this chapter is based on interactions between a therapy bot and visitors to an online therapy website. It contains 100 interactions and each interaction is tagged as either escalate or do_not_escalate. If the discussion warrants a more serious conversation, the bot will tag the discussion as escalate to an individual. Otherwise, the bot will continue the discussion with the user.

How it works...

This section walks through the steps for downloading the chatbot data.

  1. Access the dataset from the following GitHub repository: https://github.com/asherif844/ApacheSparkDeepLearningCookbook/tree/master/CH07/data
  2. Once you arrive at the repository, right-click on the file seen in the following screenshot:
  1. Download TherapyBotSession.csvand save to the same local directory as the Jupyter notebookSparkSession...
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