Machine Learning and Systems Intersection

The focus is to enable this kind of level of reproducibility, we can provide these sorts of audit features that you're talking about. But we also foster a new style of collaboration among machine learning engineers and data scientists so that as your team starts to scale. We have a series of blog posts explaining and kind of excruciating detail what we had to do to make this work. And while the right now the focus of the product is really kind of on that training side of model development. Ultimately, we fully expect to be able to complete that data loop in terms of collecting data from production usage and feeding it back into the training system for example.