RESEARCH INTERESTS My primary research interest is to develop generic machine learning algorithms for: (1) Efficient modeling. Dynamically learning optimal neural architectures from data rather than manually designing; (2) Efficient training. Training huge deep learning models an order of magnitude faster; (3) Efficient inference. Learning high performance neural models under extreme size and latency constraints.