regularization cocktail
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If you are looking for an answer to the question What is Artificial Intelligence? and you only have a minute, then here's the definition the Association for the Advancement of Artificial Intelligence offers on its home page: "the scientific understanding of the mechanisms underlying thought and intelligent behavior and their embodiment in machines."
However, if you are fortunate enough to have more than a minute, then please get ready to embark upon an exciting journey exploring AI (but beware, it could last a lifetime) …
Well-tunedSimpleNetsExcelon TabularDatasets
Neural Information Processing Systems
Weempirically assess theimpact oftheseregularization cocktailsforMLPs ina large-scale empirical study comprising 40 tabular datasets and demonstrate that (i) well-regularized plain MLPs significantly outperform recent state-of-the-art specialized neural network architectures, and (ii) they even outperform strong traditionalMLmethods,suchasXGBoost.
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- Research Report > Experimental Study (0.68)
- Research Report > New Finding (0.46)
Well-tuned Simple Nets Excel on Tabular Datasets
Neural Information Processing Systems
Tabular datasets are the last "unconquered castle" for deep learning, with traditional
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- South America > Paraguay > Asunción > Asunción (0.04)
- North America > United States (0.04)
- Research Report > Experimental Study (1.00)
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- South America > Paraguay > Asunción > Asunción (0.04)
- North America > United States (0.04)
- Research Report > Experimental Study (0.68)
- Research Report > New Finding (0.46)