Datasheets for Datasets · HackerPapers discussions

Datasheets for Datasets — HN submission

Thu, 10 Dec 2020 17:55:58 GMT

Templates similar to Datasheets for Datasets but for AI models

hello. I was looking for a template similar to the Datasheets for Datasets (https://arxiv.org/abs/1803.09010) but for the model, not the training data.

1 point; 0 discussion replies on HN. Paper and source history. A submission is not an endorsement.

Datasheets for Datasets — mentioned by kthejoker2

Wed, 26 Aug 2020 01:54:33 GMT

There's a really useful paper called Datasheets for Datasets about this sort of questioning https://arxiv.org/abs/1803.09010

Paper and discussion history. A mention is not an endorsement.

Datasheets for Datasets — HN submission

Wed, 19 Aug 2020 18:45:26 GMT

Datasheets for Datasets (2018)

1 point; 0 discussion replies on HN. Paper and source history. A submission is not an endorsement.

Datasheets for Datasets — mentioned by aaron-santos

Wed, 01 Jul 2020 03:10:33 GMT

The discussion mentioned the Tutorial on Fairness Accountability Transparency and Ethics in Computer Vision at CVPR 2020. The tutorial was recorded in three parts. The third part[1] includes solutions. These are either direct quotes or paraphrases of the bullet points contained therein. 1. Disaggregated Evaluations[2][3], Counterfactual Testing[4], Interpretability Methods[5] 2. Recognize [l]imitations(sic) of technical approaches (this discussion) 3. Model documentation frameworks[2] 4. Standardized framework for transparent dataset documentation [6] 5. Positionality awareness [7] 6.…

Paper and discussion history. A mention is not an endorsement.

Datasheets for Datasets — HN submission

Mon, 24 Feb 2020 18:08:26 GMT

Launch HN: Syndetic (YC W20) – Software for explaining datasets

Hi HN, We're Allison and Steve of Syndetic (https://www.getsyndetic.com). Syndetic is a web app that data providers use to explain their datasets to their customers. Think ReadMe but for datasets instead of APIs. Every exchange of data ultimately comes down to a person at one company explaining their data to a person at another. Data buyers need to understand what's in the dataset (what are the fields and what do they mean) as well as how valuable it can be to them (how complete is it? how relevant?). Data providers solve this problem today with a "data dictionary" which is a meta spreadsheet…

124 points; 34 discussion replies on HN. Paper and source history. A submission is not an endorsement.

Datasheets for Datasets — HN submission

Tue, 15 Oct 2019 16:35:20 GMT

Datasheets for Datasets

2 points; 0 discussion replies on HN. Paper and source history. A submission is not an endorsement.

Datasheets for Datasets — HN submission

Thu, 03 May 2018 13:48:51 GMT

Datasheets for Datasets

1 point; 0 discussion replies on HN. Paper and source history. A submission is not an endorsement.