I am currently a senior research scientist in the robotics group at the Toyota Research Institute. I was previously a research scientist in Alexa Machine Learning working on natural language understanding. I was previously a Research Scientist at Apple Inc., developing algorithms for natural language processing and machine learning to improve the accuracy and performance of Siri.