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10/26/2022
Will we run out of data? An analysis of the limits of scaling datasets in Machine Learning
We analyze the growth of dataset sizes used in machine learning for natu...
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07/05/2022
Machine Learning Model Sizes and the Parameter Gap
We study trends in model size of notable machine learning systems over t...
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02/11/2022
Compute Trends Across Three Eras of Machine Learning
Compute, data, and algorithmic advances are the three fundamental factor...
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05/07/2021
Laplace Matching for fast Approximate Inference in Generalized Linear Models
Bayesian inference in generalized linear models (GLMs), i.e. Gaussian re...
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03/02/2020