User 'Martin' contributed resource 'A Critical Field Guide for Working with Machine Learning Datasets'

February 17, 2023 10:44:00 AM CET: User Martin contributed resource A Critical Field Guide for Working with Machine Learning Datasets with the following metadata:

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creator: Sarah Ciston
description: Machine learning datasets are powerful but unwieldy. They are often far too large to check all the data manually, to look for inaccurate labels, dehumanizing images, or other widespread issues. Despite the fact that datasets commonly contain problematic material — whether from a technical, legal, or ethical perspective — datasets are also valuable resources when handled carefully and critically. This guide offers questions, suggestions, strategies, and resources to help people work with existing machine learning datasets at every phase of their lifecycle. Equipped with this understanding, researchers and developers will be more capable of avoiding the problems unique to datasets. They will also be able to construct more reliable, robust solutions, or even explore promising new ways of thinking with machine learning datasets that are more critical and conscientious.
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resourceType: resource-bookmark
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tags: machinelearning data guide
title: A Critical Field Guide for Working with Machine Learning Datasets

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User 'Martin' contributed resource 'A Critical Field Guide for Working with Machine Learning Datasets'