Many teams are running into the same problem with Machine Learning: they build ML prototypes that promise to revolutionize the way they do business, but hit roadblock after roadblock trying to move those models into production. In many places, this causes ML to lose some of its luster — ML…

Last week, OpenAI released the model that powers ChatGPT via a new text completion endpoint called gpt-3.5-turbo. Headlining that announcement: the new API is 10x cheaper (and anecdotally ~5–10x faster) than previous text completion APIs, while being similarly capable. The announcement has many ramifications, but the first is obvious: the…

Even with a perfect stack of MLOps tools, teams still struggle to deliver ML products. So if tools aren’t the only piece of the puzzle, what does that leave? In my last post, I argue the remaining pieces are Culture and Process. Let’s dive into the MLOps process — in…