TensorFlow - Text Classification using Neural Networks

Question

Is there any example on how can TensorFlow be used for text classification using neural networks?

Exanimate

Sumit asked the question on the Tensorflow github page and was told to come here. github.com/tensorflow/tensorflow/issues/215 – Eades

I'd like to see an example of this as well. – Undesigning

Answer 1

I've started putting together a set of examples for text classification on DBPedia dataset (predicting class of object from its description) as part of examples for Scikit Flow: https://github.com/tensorflow/tensorflow/blob/master/tensorflow/examples/learn/text_classification.py

Going to expand this example and write a blog post when will have enough different models showcased. Feel free to suggest other datasets and models you would be interested to see.

Gowan

Thanks a lot @ilblackdragon. I am able to make use of your example. It will be great help if you can document the rnn_model function. – Exanimate

@SumitChawla I've added a bunch of comments in the example: github.com/google/skflow/blob/master/examples/… and will try to write a blog post in close future about this types of the models. Let me know if you still have questions though. – Gowan

How can we test the model. There is save and restore file but one sentence at a time. Any tutorial? Please help. – Amytal

update to the URL: github.com/tensorflow/tensorflow/blob/master/tensorflow/… – Orison

It's here now :- github.com/tensorflow/tensorflow/blob/master/tensorflow/… – Tripper

Answer 2

Denny Britz has some great tutorials for Deep learning on his blog at here

and has an example on github here

Some of his examples don't use tensor flow but the one I linked to github uses CNN for text classification using tensor flow

Tiny