Aayush Mudgal, Senior Machine Learning Engineer at Pinterest, discusses the evolution of ads ranking at Pinterest, including transitioning to deep learning-based transformer models. Topics covered include challenges in productionizing large language models, transitioning to deep learning models, incorporating sequential signals, multi-task learning, and transfer learning, scaling machine learning at Pinterest, and the use of transformers in ad rankings and recommendation models.
