I am currently working at Google on the Brain team. Previously I worked at the Information Sciences Institute with professors Kevin Knight and Daniel Marcu on topics related to neural network machine translation.

Publications

 
“Neural Architecture Search with Reinforcement Learning”
(B. Zoph and Quoc V. Le), arXiv, 2016
“Transfer Learning for Low-Resource Neural Machine Translation”
(B. Zoph , D. Yuret, J. May, and K. Knight), EMNLP, 2016.
“Simple, Fast Noise-Contrastive Estimation for Large RNN Vocabularies”
(B. Zoph , A. Vaswani, J. May, and K. Knight), Proc. NAACL, 2016.
“Multi-Source Neural Translation”
(B. Zoph and K. Knight), Proc. NAACL, 2016.
“How Much Information Does a Human Translator Add to the Original?”
(B. Zoph , M. Ghazvininejad, and K. Knight), Proc. EMNLP, 2015.

Toolkits

 

A GPU Recurrent Neural Network Toolkit Github

  • Supports multi-layered LSTM RNNs
  • Allows for model parallelization across multiple GPUs
  • Handles different loss functions such as MLE and NCE