ActiVis: Visual Exploration of Industry-Scale Deep Neural Network Models

• Published in: IEEE transactions on visualization and computer graphics Vol. 24; no. 1; pp. 88 - 97
• Main Authors: Minsuk Kahng, Andrews, Pierre Y., Kalro, Aditya, Chau, Duen Horng
• Format: Journal Article
• Language: English
• Published: United States IEEE 01.01.2018
• Subjects: Computational modeling; Data models; Data visualization; deep learning; Facebook; information visualization; Machine learning; Neurons; Visual analytics

While deep learning models have achieved state-of-the-art accuracies for many prediction tasks, understanding these models remains a challenge. Despite the recent interest in developing visual tools to help users interpret deep learning models, the complexity and wide variety of models deployed in i...