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Top AI Repos tracks AI repositories on GitHub and answers two different questions about each one: is it moving right now, and would you bet a product on it.
Top AI Repos tracks AI repositories on GitHub and answers two different questions about each one: is it moving right now, and would you bet a product on it.
Convolutional Neural Networks for Sentence Classification in Keras
| Date | Stars |
|---|---|
| 2026-07-31 | 593 |
| 2026-08-04 | 593 |
| 2026-08-05 | 593 |
| 2026-08-06 | 593 |
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# Convolutional Neural Networks for Sentence Classification Train convolutional network for sentiment analysis. Based on "Convolutional Neural Networks for Sentence Classification" by Yoon Kim, [link](http://arxiv.org/pdf/1408.5882v2.pdf). Inspired by Denny Britz article "Implementing a CNN for Text Classification in TensorFlow", [link](http://www.wildml.com/2015/12/implementing-a-cnn-for-text-classification-in-tensorflow/). For "CNN-rand" and "CNN-non-static" gets to 88-90%, and "CNN-static" - 85% ## Some difference from original article: * larger IMDB corpus, longer sentences; sentence length is very important, just like data size * smaller embedding dimension, 20 instead of 300 * 2 filter sizes instead of original 3 * much fewer filters; experiments show that 3-10 is enough; original work uses 100 * random initialization is no worse than word2vec init on IMDB corpus * sliding Max Pooling instead of original Global Pooling ## Dependencies * The [Keras](http://keras.io/) Deep Learning library and most recent [Theano](http://deeplearning.net/software/theano/install.html#install) backend should be installed. You can use pip for that. Not tested with TensorFlow, but should work.
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matched fp:0bd9ee98c047c21f, llm:Repository title and description: 'Convolutional Neural Networks for Sentence Classification in Keras' — implementation of CNNs for NLP sentence classification in Keras (Python).
matched fp:0bd9ee98c047c21f, llm:Repository title and description: 'Convolutional Neural Networks for Sentence Classification in Keras' — implementation of CNNs for NLP sentence classification in Keras (Python).
matched fp:0bd9ee98c047c21f, llm:Repository title and description: 'Convolutional Neural Networks for Sentence Classification in Keras' — implementation of CNNs for NLP sentence classification in Keras (Python).