State Rating Agencies

People who buy cars can often get independent evaluations on them from auto mechanics. Same with house inspectors. More generally, consumers can get help in evaluating products from Consumer Reports, while bond investors can get help evaluating bonds via bond rating agencies like Moody’s. Charity donors can use GiveWell.

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Making Deep Networks Probabilistic via Test-time Dropout

In Quantum Mechanics, Heisenberg’s Uncertainty Principle states that there is a fundamental limit to how well one can measure a particle’s position and momentum. In the context of machine learning systems, a similar principle has emerged, but relating interpretability and performance.

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