iCubed Seminar: Nayan Paul, Accenture (HYBRID - Talk 2)
Wednesday, November 9, 2022
11:00 am - 12:00 pm
Wednesday, November 9, 2022
11:00 am - 12:00 pm
Nayan Paul, ML Engineer Senior Principal, Accenture. Note: Nayan Paul will give two talks; this is the second talk in the series.
Moderated by: Jessica Rodriguez, Industry Engagement and Outreach Officer, Data Science Institute
In-Person Location: 414 CEPSR – 4th Floor (Campus Level) – 530 W 120th St, New York, NY 10027
In this topic I will discuss the MLOps process in general and discuss the challenges our customers face in operationalizing the models in production. The session will then focus on the building blocks for the MLOps framework, considerations we should take to build end to end MLOps solution (starting from experimentation, model registry, feature store, hyper parameter tuning, model fairness and feature importance assessment etc.) and explain the overall process blueprint. I will then discuss one customer use case and do a demo of an end-to-end ML Framework for one of the customer engagements.