Using Uncertainty to Interpret your Model
As deep neural networks (DNN) become more powerful, their complexity increases. This complexity introduces new ...
Machine Learning
30 Articles
Title to Image Search for Improved Thumbnail Selection
Introduction One of the key creative aspects of an advertisement is choosing the image that ...
Uncertainty for CTR Prediction: One Model to Clarify Them All
In the first post of the series we discussed three types of uncertainty that can ...
Recommender Systems: Exploring the Unknown Using Uncertainty
Now that we know what uncertainty types exist and learned some ways to model them, ...
Neural Networks from a Bayesian Perspective
Understanding what a model doesn’t know is important both from the practitioner’s perspective and for ...
Using Word2Vec for Better Embeddings of Categorical Features
Back in 2012, when neural networks regained popularity, people were excited about the possibility of ...