Talk:Explainable artificial intelligence: Difference between revisions

Revision as of 05:35, 24 July 2023

Revision as of 10:18, 28 July 2023

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:I agree with Geysirhead. I've been writing articles about AI, and I've been continuously frustrated by the fact that I can't provide a link to help people understand what interpretability means in ML because this page is all that exists, and it doesn't explain what the field of interpretability is about at all. As I understand it, XAI refers to AIs that were built to be interpretable while interpretability refers to the field. It seems nonsensical to me that XAI, one possible result of the field of interpretability, would have a page while the field itself isn't allowed to have one. If "interpretable AI" is considered too similar for some people, perhaps "interpretability (machine learning)" would be acceptable? [[User:Penrose Delta|Penrose Delta]] ([[User talk:Penrose Delta|talk]]) 16:11, 10 July 2023 (UTC)

:I am not sure that interpretability is consistently used to ''only'' refer to understanding the inner workings of a machine learning model. [https://docs.aws.amazon.com/whitepapers/latest/model-explainability-aws-ai-ml/interpretability-versus-explainability.html AWS Docs] comments that "the terms interpretability and explainability are commonly interchangeable"; indeed, LIME is variously referred to as an interpretability or explainability technique. I think it's easiest to explain the nuances on a single page about both interpretable and explainable AI rather than having separate pages. Otherwise, I'm concerned that there will be considerable duplicated content across both pages. For example, is the paper [https://openai.com/research/language-models-can-explain-neurons-in-language-models "Language models can explain neurons in language models"] an interpretability or an explainability paper? I believe it could be considered both. [[User:Enervation|Enervation]] ([[User talk:Enervation|talk]]) 05:35, 24 July 2023 (UTC)

==Wiki Education assignment: Research Process and Methodology - SU23 - Sect 200 - Thu==

{{dashboard.wikiedu.org assignment | course = Wikipedia:Wiki_Ed/New_York_University/Research_Process_and_Methodology_-_SU23_-_Sect_200_-_Thu_(Summer) | assignments = [[User:NoemieCY|NoemieCY]] | start_date = 2023-05-24 | end_date = 2023-08-10 }}

<span class="wikied-assignment" style="font-size:85%;">— Assignment last updated by [[User:NoemieCY|NoemieCY]] ([[User talk:NoemieCY|talk]]) 10:18, 28 July 2023 (UTC)</span>