Aman is a Group Product Manager at Arize AI, where he works on ML Observability solutions. Prior to Arize, Aman worked on the Jukebox Feature Store at Spotify, and ML Evaluation frameworks at Cruise.
Aman will discuss the state of ML production monitoring, its challenges, and how to actively improve models and features in production.
A discussion on challenges of data quality for features and whether differentiate from general data quality requirements for analytics.