There are many open questions in machine learning that are only going to be solved through breakthroughs in research. Those problems are down to data scientists and researchers. At the same time, there are many challenges within production machine learning that closely parallel challenges in software engineering — problems we’ve spent decades solving. What we need, and what we’re seeing happen, is