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Machine-learning explainability: Black-box models

We try and breakdown how machine learning has evolved. Black boxes are essentially modern machine learning models. They are intricate and have even confounded researchers ....

Julie Shah , Yilun Zhou , Marco Tulio Ribeiro , Microsoft Research , Artificial Intelligence Laboratory , Interactive Robotics Group , Computer Science , Machine Learning , Artificial Intelligence , Black Boxes ,

Unpacking black-box models

Unpacking black-box models
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United States , Yilun Zhou , Julie Shah , Marco Tulio Ribeiro , Microsoft Research , Artificial Intelligence Laboratory , Interactive Robotics Group , National Science Foundation , Computer Science , North American Chapter , National Science ,

Unpacking black-box models - ScienceBlog.com

Modern machine-learning models, such as neural networks, are often referred to as “black boxes” because they are so complex that even the researchers who ....

United States , Yilun Zhou , Julie Shah , Marco Tulio Ribeiro , Microsoft Research , Artificial Intelligence Laboratory , Interactive Robotics Group , National Science Foundation , Computer Science , North American Chapter , National Science ,

How well do explanation methods for machine-learning models work?

Feature-attribution methods are used to determine if a neural network is working correctly when completing a task like image classification. MIT researchers developed a way to evaluate whether these feature-attribution methods are correctly identifying the features of an image that are important to a neural network’s prediction. ....

Yilun Zhou , Julie Shah , Marco Tulio Ribeiro , Microsoft Research , Artificial Intelligence Laboratory , Interactive Robotics Group , National Science Foundation , Computer Science , Serena Booth , National Science , Explainable Artificial Intelligence , Eature Attribution , Image Classification ,

How well do explanation methods for machine-learning models work?

How well do explanation methods for machine-learning models work?
scienceblog.com - get the latest breaking news, showbiz & celebrity photos, sport news & rumours, viral videos and top stories from scienceblog.com Daily Mail and Mail on Sunday newspapers.

Yilun Zhou , Julie Shah , Marco Tulio Ribeiro , Microsoft Research , Artificial Intelligence Laboratory , Interactive Robotics Group , National Science Foundation , Computer Science , Serena Booth , National Science ,