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cs.CV2019★ 2 cited
Quantifying error contributions of computational steps, algorithms and hyperparameter choices in image classification pipelines
Aritra Chowdhury, Malik Magdin-Ismail, Bulent Yener
Data science relies on pipelines that are organized in the form of interdependent computational steps. Each step consists of various candidate algorithms that maybe used for perfor…
cs.CV2019★ 4 cited
Quantifying contribution and propagation of error from computational steps, algorithms and hyperparameter choices in image classification pipelines
Aritra Chowdhury, Malik Magdon-Ismail, Bulent Yener
Data science relies on pipelines that are organized in the form of interdependent computational steps. Each step consists of various candidate algorithms that maybe used for perfor…