Once again, a good introduction. And demonstration of how these systems can be constructed.
Best Practices for Document Classification with Deep Learning by Jason Brownlee
Text classification describes a general class of problems such as predicting the sentiment of tweets and movie reviews, as well as classifying email as spam or not.
Deep learning methods are proving very good at text classification, achieving state-of-the-art results on a suite of standard academic benchmark problems.
In this post, you will discover some best practices to consider when developing deep learning models for text classification.
After reading this post, you will know:
The general combination of deep learning methods to consider when starting your text classification problems.
The first architecture to try with specific advice on how to configure hyperparameters.
That deeper networks may be the future of the field in terms of flexibility and capability.
Let’s get started. .... ".
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