Learning Curves for Decision Making in Supervised Machine Learning -- A Survey. (arXiv:2201.12150v1 [cs.LG])

Web: http://arxiv.org/abs/2201.12150

Learning curves are a concept from social sciences that has been adopted in
the context of machine learning to assess the performance of a learning
algorithm with respect to a certain resource, e.g. the number of training
examples or the number of training iterations. Learning curves have important
applications in several contexts of machine learning, most importantly for the
context of data acquisition, early stopping of model training and model
selection. For example, by modelling the learning curves, one can …

arxiv decision decision making learning machine machine learning making survey