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cs.LG2024
: An Improved Python Package for Loading Datasets from the UCI Machine Learning Repository
Kenneth Ge, Phuc Nguyen, Ramy Arnaout
The University of California--Irvine (UCI) Machine Learning (ML) Repository (UCIMLR) is consistently cited as one of the most popular dataset repositories, hosting hundreds of high…
cs.CV2024
Beyond Size and Class Balance: Alpha as a New Dataset Quality Metric for Deep Learning
Josiah Couch, Rima Arnaout, Ramy Arnaout
In deep learning, achieving high performance on image classification tasks requires diverse training sets. However, the current best practice$\unicode{x2013}$maximizing dataset siz…