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Intelligent Projects Using Python

You're reading from   Intelligent Projects Using Python 9 real-world AI projects leveraging machine learning and deep learning with TensorFlow and Keras

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Product type Paperback
Published in Jan 2019
Publisher Packt
ISBN-13 9781788996921
Length 342 pages
Edition 1st Edition
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Author (1):
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Santanu Pattanayak Santanu Pattanayak
Author Profile Icon Santanu Pattanayak
Santanu Pattanayak
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Table of Contents (12) Chapters Close

Preface 1. Foundations of Artificial Intelligence Based Systems FREE CHAPTER 2. Transfer Learning 3. Neural Machine Translation 4. Style Transfer in Fashion Industry using GANs 5. Video Captioning Application 6. The Intelligent Recommender System 7. Mobile App for Movie Review Sentiment Analysis 8. Conversational AI Chatbots for Customer Service 9. Autonomous Self-Driving Car Through Reinforcement Learning 10. CAPTCHA from a Deep-Learning Perspective 11. Other Books You May Enjoy

Creating a word-to-token dictionary for inference

During preprocessing, we trained a Keras tokenizer to replace the words with their numerical word indices, so that the processed movie reviews could be fed to the LSTM model for training. We have also kept the first 50000 words with the highest word frequency, and have set the review sequences to be of a maximum length of 1000. Although the trained Keras tokenizer was saved for inference, it cannot be used by the Android app directly. We can restore the Keras tokenizer and save the first 50000 words and their corresponding word indices in a text file. This text file can be used in the Android app, in order to build a word-to-indices dictionary to convert the words of the review text to their word indices. It is important to note that the word to indices mapping can be retrieved from the loaded Keras tokenizer object, by referring...

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