Uncertainty for CTR Prediction: One Model to Clarify Them All
Learn how to handle uncertainty in recommender systems in a principled way using one unified model.
Recommender Systems: Exploring the Unknown Using Uncertainty
Learn what the exploration-exploitation tradeoff is, and how to use your model's uncertainty to explore new items in a wise manner.
Neural Networks from a Bayesian Perspective
Learn how to estimate model uncertainty in neural networks.
Using Uncertainty to Interpret your Model
Interpreting deep learning models is hard. Learn how to use uncertainty estimates to get insights about what the model has learned.