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• LLMOps and FMOps for e-commerce organization Booking.com

LLMOps and FMOps for e-commerce

Abstract

👀 *All of the Fully Connected London 2024 videos are available at http://wandb.me/fclondon24yt

About Sanchit Juneja’s Session on LLMOps and FMOps for an e-commerce organization

Join Sanchit Juneja, Director-Product of Big Data & Machine Learning Platform at Booking.com, as he explores the evolving MLOps ecosystem in high-tech organizations, particularly within the e-commerce sector. This session looks at how the advent of large language models (LLMs) has transformed operational paradigms and highlights key investment areas needed to support current and future use cases.

Key topics covered include:

• An overview of a typical MLOps ecosystem in high-tech organizations.
• The impact of LLMs on MLOps and the introduction of foundational model operations (FMOps).
• Critical investment areas for enhancing MLOps infrastructure to support advanced AI applications.
• Real-world examples from Booking.com, including the implementation of LLM-based services and the challenges associated with scaling these technologies.

Discover how Booking.com leverages cutting-edge MLOps practices to stay ahead in the competitive e-commerce landscape and gain insights into the strategic investments required to unlock the full potential of machine learning and AI.