Attempts to create self-improving software date to the 1960s. But machine learning has remained mostly the province of academic researchers, with only a few niche applications in the commercial world, such as speech recognition and credit card fraud detection.

Now, researchers say, better algorithms, more powerful computers and a few clever tricks will move it further into the mainstream.