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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". …
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  • 1,347
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? …
MWB's user avatar
  • 1,347