GloVe + character embeddings + bi-LSTM + CRF for Sequence Tagging (Named Entity Recognition, NER, POS) - NLP example of bidirectionnal RNN and CRF in Tensorflow
Map-Reduce is on its way out. But we shouldn’t measure its importance in the number of bytes it crunches, but the fundamental shift in data processing architectures it helped popularise.
A study of the flow of manuscript submissions reveals a highly structured and efficient network of scientific journals where peer-review plays a critical role in the improvement and slotting of papers.
F. Otto, M. Ring, D. Landes, and A. Hotho. ECCWS2016-Proceedings fo the 15th European Conference on Cyber Warfare and Security, page 437. Academic Conferences and publishing limited, (2016)