Gideon Medels
CEO at Comet ML
Gideon Mendels is the CEO and co-founder of Comet.ml, the leading solution for managing machine learning workflows from experimentation to production. He is a computer scientist, ML researcher and entrepreneur at his core. Before Comet, Gideon co-founded GroupWize where they trained and deployed NLP models processing billions of chats. His journey with NLP and Speech Recognition models began at Columbia University and Google where he worked on hate speech and deception detection.
WATCH ON-DEMAND: FEBRUARY 21
One of the most understated challenges within modern machine learning is that of managing your models once they leave the the confines of development and enter production. Shifting data distributions, upstream pipeline failures, and model predictions impacting the very dataset they’re trained on can create thorny feedback loops between development and production. In this talk, we will explore naive ML workflows that do not adequately address these challenges and will provide guidance on how to overcome them through effective system design. We will also examine real-world examples of teams successfully implementing these principles in production environments.