TFX: A TensorFlow-based production scale machine learning platform

What world-class looks like in online product and service development has been undergoing quite the revolution over the last few years. The series of papers we've been looking at recently can help you to understand where the bar is (it will have moved on again by the time most companies get there of course!). Just to be clear here, I'm not saying you necessarily need to build your own versions of all of these platforms. It's more about embracing their use as part of your everyday practices, and if you can do that by renting then for many organisations that's going to be the best choice. The code that implements your machine learning model is only a tiny part of what goes into using machine learning in production systems.