Detecting Drift in Machine Learning and Machine Learning Monitoring

A16Z is a company that specializes in machine learning and data monitoring. The team has developed the concept of drift to help companies monitor their models better. They use probabilistic ranking techniques to find out what signals might be drifting from an ideal output. For example, image processing can become artifacts when different lighting conditions are used during production.