With the increasing velocity of data from all the directions, providing data scientists with the best tool is tough. Thanks to Google for open sourcing TensorFlow and syntaxnet an open source neural net framework for NLP. Often Deep Learning demands high computing capabilities and using GPU's for computation is recommended.