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Explaining black-box models using attribute importance, PDPs, and LIME

Domino Data Lab

The need for interaction – complex decision making systems often rely on Human–Autonomy Teaming (HAT), where the outcome is produced by joint efforts of one or more humans and one or more autonomous agents. Conference on Knowledge Discovery and Data Mining, pp. Ribeiro, M. Guestrin, C., Why should I trust you?:

Modeling 139
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AI, the Power of Knowledge and the Future Ahead: An Interview with Head of Ontotext’s R&I Milena Yankova

Ontotext

Milena Yankova : If they decide to work in IT, I would advise them to better understand the value of the data that machines collect from their interactions with us. The moment we move around with our mobile phones, those who have access to the data and can interpret it, know where we are. Bulgaria’s Place in the AI Race.