GloVe + character embeddings + bi-LSTM + CRF for Sequence Tagging (Named Entity Recognition, NER, POS) - NLP example of bidirectionnal RNN and CRF in Tensorflow
A new system for creating code that manipulates tensors yields programs that are 100 times as efficient as those produced by existing software packages, with ramifications for big-data analysis and machine learning.
Semantic Vector Products: Some Initial Investigations. Dominic Widdows. To appear in Second AAAI Symposium on Quantum Interaction, Oxford, 26th – 28th March 2008.
S. Rendle, and L. Schmidt-Thieme. Proceedings of the third ACM international conference on Web search and data mining, page 81--90. New York, NY, USA, ACM, (2010)
S. Cohen, K. Stratos, M. Collins, D. Foster, and L. Ungar. Proceedings of the 50th Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers), page 223--231. Jeju Island, Korea, Association for Computational Linguistics, (July 2012)
S. Rendle, and L. Schmidt-Thieme. Proceedings of the third ACM international conference on Web search and data mining, page 81--90. New York, NY, USA, ACM, (2010)
S. Rendle, and L. Schmidt-Thieme. Proceedings of the third ACM international conference on Web search and data mining, page 81--90. New York, NY, USA, ACM, (2010)