Every day, computers take on more and more of our daily tasks. Fill in a few cells on your spreadsheet? It’ll fill in the rest. Ask your car for directions? It’ll get you there. Anymore, we can program computers to do almost anything. But what about programming computers to… program computers? That’s a task that Dr. Rishabh Singh, and the team in the Cognition group at Microsoft Research, are tackling with Neural Program Synthesis, also known as artificial programming.
Today, Dr. Singh explains how deep neural networks are already training computers to do things like take classes and grade assignments, shares how programmers can perform complicated, high-level debugging through the delightfully named process of neural fuzzing, and lays out his vision to democratize computer programming in the brave new world of Software 2.0.