RecSys, Topic Modeling and Agents - Bridging the GenAI-Traditional ML Divide

Explore the intersection of generative AI and traditional machine learning through this 34-minute conference talk that recontextualizes the rise of GenAI within established ML paradigms. Learn how to identify when GenAI proves more effective than traditional algorithms versus situations where conventional methods remain superior, helping you avoid unnecessary reinvention of existing solutions. Discover practical applications across recommendation systems, topic modeling, and AI agents while understanding how to bridge the divide between pre- and post-LLM approaches. Gain insights into using MLflow as a unified benchmarking platform for comparing traditional ML against GenAI solutions, and explore strategies for uniting traditional ML and GenAI practitioners in your organization.