Uncertainty Estimation Articles

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8/21/2018 • EN

Uncertainty for CTR Prediction: One Model to Clarify Them All

Explains how Taboola built a unified neural network model to predict CTR and estimate prediction uncertainty for recommender systems.

Ctr Prediction Machine Learning Neural Networks Recommender Systems Uncertainty Estimation

Yoel Zeldes

8/6/2018 • EN

Neural Networks from a Bayesian Perspective

Explores Bayesian methods for quantifying uncertainty in deep neural networks, moving beyond single-point weight estimates.

Bayesian Statistics Deep Learning Maximum A Posteriori Estimation Neural Networks Uncertainty Estimation

Yoel Zeldes

7/31/2018 • EN

Using Uncertainty to Interpret your Model

Explores how uncertainty estimation in deep neural networks can be used for model interpretation, debugging, and improving reliability in high-risk applications.

Adversarial Robustness Deep Neural Networks Machine Learning Model Interpretability Uncertainty Estimation

Yoel Zeldes

Uncertainty Estimation Articles

Uncertainty for CTR Prediction: One Model to Clarify Them All

Neural Networks from a Bayesian Perspective

Using Uncertainty to Interpret your Model

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