ML Monitoring and Observability - Data Drift Monitoring

A good ML monitoring and observability system will allow you to change that granularity. Data quality monitoring is a really great use case for real time data. And we actually have real time data streaming capabilities built into Y logs where we can take in Apache Kafka or other types of data streams. But it's impossible to monitor data point by data point for data drift, because data drift doesn't happen on the data point level.