Evolution of ML Training and Serving Infrastructure at Pinterest Ads

Explore the evolution of machine learning training and serving infrastructure at Pinterest Ads over a 5+ year period in this 26-minute conference talk from MLOps World. Discover how the company progressed from logistic regression-based models to large transformer-based models served using GPU technology. Learn about the challenges faced and lessons learned during this transformative journey that revolutionized Pinterest Ads' capabilities. Gain insights from Senior Machine Learning Engineer Aayush Mudgal as he shares the triumphs and tribulations encountered in this critical business undertaking.