3233117
doi
10.5281/zenodo.3233117
oai:zenodo.org:3233117
user-csvconfv4
How to Feed Your Robot: Building and Maintaining Open Machine Learning Datasets
Evan Tachovsky
Rockefeller Foundation
info:eu-repo/semantics/openAccess
Creative Commons Attribution 4.0 International
https://creativecommons.org/licenses/by/4.0/legalcode
Machine learning
Training data
Data curation
<p>While algorithms and computing power get all the press, the special sauce behind many recent machine learning breakthroughs are meticulously labeled training data. Developing and maintaining these data sets as public goods is both an art and a science. In this talk I'll present a new set of best practices gleaned from interview with ~20 data set builders, maintainers, and funders. Topics include: encouraging collaboration between rival data teams; finding and addressing ethical issues with crowd labeling; launching competitions to spur data set use; and revenue generation models for sustainability.</p>
Zenodo
2019-05-28
info:eu-repo/semantics/lecture
3233116
user-csvconfv4
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md5:df657eaa028196dca4899bd5949fef6d
https://zenodo.org/records/3233117/files/2019-05-08 How to Feed Your Robot.pdf
public
10.5281/zenodo.3233116
isVersionOf
doi