The Hard Fought Battle of Production Machine Learning
In this talk, we'll go through the story of DigitalOcean's fraud prevention tooling, lovingly dubbed "sketchy". You'll learn about it's origin, our first attempt at using machine learning, and how we've come up with practical production machine learning strategies. You'll find out more about "standard" site reliability techniques, as well as how we change some of them for our ML work. This talk includes practical tips for everyone, but is best for those who have some software experience.