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A measure of the quality of a statistical estimator.
4
votes
2
answers
442
views
Data-efficiency vs sample-efficiency
I noticed that in the context of RL, people call the ability to learn from little data "sample-efficiency". However, in the context of supervised learning, it is called "data-efficiency". …
22
votes
11
answers
5k
views
Does machine learning really need data-efficient algorithms?
Are there application areas where a data-efficient machine learning algorithm would be very useful, despite making trade-offs elsewhere, e.g. training or inference efficiency? …