How many machine learning platforms run on Kubernetes? Which machine learning platforms can run in air-gapped environments? How common are feature stores in current machine learning platforms?
Machine learning without proper attention to code or data is futile. But how do you approach data and machine learning governance in practice? With cards!
The Riddler is back in town and no one can deploy a single machine learning model. Throwing more resources at the problem won’t solve anything and Commissioner Gordon knows it. There is only one man who can save Gotham from the pitfalls of perennial productionless prototypes: Batman!
Data is like underwear: preferably hidden, and always a lot dirtier than you think.
When was the last time you read an article in the press on machine learning operations?
The last few years have seen a massive influx of “data scientists” who complete a few MOOCs, participate in a Kaggle competition or two, and think that experience is representative of life as a data scientist in the enterprise. If that mindset persists, and they show no desire to change it, they are what I call rogue data scientists.