My research focuses on the interaction between machine learning (deep learning) and software engineering. The goal is this novel and exciting field is to teach machines to understand, write, and fix code.

Some interesting problems I'm working on currently: - synthesizing code based on input-output examples (given the inputs and outputs, the system writes code to solve the problem) - synthesizing code based on natural language (generating code to solve programming assignments automatically) - idiomatizing code: detecting and fixing non-idiomatic code fragments - decompliation of binary or assembly code to a higher level language like C