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Challenges of reproducing R-NET neural network using Keras 25 Aug 2017 By Martin Mirakyan, Karen Hambardzumyan and Hrant Khachatrian. In this post we describe our attempt to re-implement a neural architecture for automated question answering called R-NET, which is developed by the Natural Language Computing Group of Microsoft Research Asia. This architecture demonstrates the best performance among
Combining CNN and RNN for spoken language identification 26 Jun 2016 By Hrayr Harutyunyan and Hrant Khachatrian Last year Hrayr used convolutional networks to identify spoken language from short audio recordings for a TopCoder contest and got 95% accuracy. After the end of the contest we decided to try recurrent neural networks and their combinations with CNNs on the same task. The best combinatio
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