Interpretable to Whom? A Role-based Model for Analyzing Interpretable Machine Learning Systems — mentioned by 1_over_n

Sat, 04 Jan 2020 23:48:37 GMT

This is a great point. There is a general lack of understanding about what it means for models to be interpretable & explainable. These words get thrown around often by people who don't understand the definition, and also the trade off with accuracy. Some papers i found interesting on the subject: https://arxiv.org/abs/1606.03490 https://arxiv.org/abs/1707.03886 https://arxiv.org/abs/1806.07552 https://arxiv.org/abs/1702.08608 (i found this was a good sumary of the issues)

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Interpretable to Whom? A Role-based Model for Analyzing Interpretable Machine Learning Systems · HackerPapers discussions

Interpretable to Whom? A Role-based Model for Analyzing Interpretable Machine Learning Systems — mentioned by 1_over_n