From ML Engineering to AI Engineering 

Title: From ML Engineering to AI Engineering
Date: June 27, 2024
Duration: 1 HR
SPEAKER
Chip Huyen
VP of AI & OSS, Voltron Data
MODERATOR
Alejandro Saucedo
Director of Engineering, Science & Product, Zalando SE
ABSTRACT
This talk explores the unique challenges of productionizing foundation models compared to traditional machine learning models. Despite sharing some core principles, foundation models introduce new complexities due to their open-ended nature, advanced capabilities, and computational demands. Key changes include shifting from closed-ended to open-ended evaluation, from feature engineering to context construction, and from structured data to unstructured data.