Tensorflow Solutions for Text [Video]

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Tensorflow Solutions for Text [Video]

Will Ballard

1 customer reviews
Use deep learning to make predictions on email
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Video Details

ISBN 139781788399180
Course Length1 hour and 55 minutes

Video Description

This volume introduces working with text, with a focus on the most plentiful source of text out there: email. Working with email text from your own Gmail account, you will build up a label predictor, similar in effect to the technology Google uses to power the Social and Promotions tabs. With this technique, you will be able to build your own email classification and automated workflow hooks.

Style and Approach

This course deals with the core topics in a highly practical manner with focus on code.

Table of Contents

Text Data
The Course Overview
Acquiring Messages via IAMP
Parsing Email Metadata
Encoding Text Data as Numbers
Embedding
Representing Words with Embeddings
Pretrained Word Embeddings
Pretrained Character Embeddings
Pretrained FastText Embeddings
Encoding
Assembling Email with Embeddings
Dense Neural Networks on Text
Convolutional Neural Networks on Text
Recurrent Neural Networks on Text
Attention
Self Attention
Time Series Self Attention
Ensemble Networks on Text
A Deep Neural Email Processor
REST API Definition
Trained Models in Docker Containers
Prediction Server in Docker Containers

What You Will Learn

  • Fetch data from an email
  • Use encoders to detect sample data
  • Use recommenders to predict word similarity
  • Predict output probabilities for data
  • Build an automatic email server

Authors

Table of Contents

Text Data
The Course Overview
Acquiring Messages via IAMP
Parsing Email Metadata
Encoding Text Data as Numbers
Embedding
Representing Words with Embeddings
Pretrained Word Embeddings
Pretrained Character Embeddings
Pretrained FastText Embeddings
Encoding
Assembling Email with Embeddings
Dense Neural Networks on Text
Convolutional Neural Networks on Text
Recurrent Neural Networks on Text
Attention
Self Attention
Time Series Self Attention
Ensemble Networks on Text
A Deep Neural Email Processor
REST API Definition
Trained Models in Docker Containers
Prediction Server in Docker Containers

Video Details

ISBN 139781788399180
Course Length1 hour and 55 minutes
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