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"Using metamorphic relations to verify and enhance Artcode classificati" by Liming Xu, Dave Towey et al.

Software testing is often hindered where it is impossible or impractical to determine the correctness of the behaviour or output of the software under test (SUT), a situation known as the oracle problem. An example of an area facing the oracle problem is automatic image classification, using machine learning to classify an input image as one of a set of predefined classes. An approach to software testing that alleviates the oracle problem is metamorphic testing (MT). While traditional software t...
Random Forests Machine Learning Etamorphic Relation Metamorphic Testing Software Verification
Source: uow.edu.au

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Story tips from Johns Hopkins experts on Covid-19

"Because Purim in 2020 caused hundreds of Orthodox Jews to become ill or hospitalized with COVID-19 in the earliest stages of the pandemic, we realized that these patients -- who were convalescing when others were just coming in contact with SARS-CoV-2 for the first time -- were an important population to study to better understand why and how the virus spreads through a culturally bonded community," says study co-senior author Avi Rosenberg, M.D., Ph.D., assistant professor of pathology at the...
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Cheshta Dhingra – Medium

An intuitive visual guide to a powerful ML algorithm applied to predict voting patterns among the US States. Have you ever wondered why certain states tend to vote Republican while others vote Democrat? Is there a way to predict which way a state will vote in any given year? Let’s say we want to predict whether a state is “red” or “blue” based on a few variables that we observe about it. To do this, we’ll use Decision Trees. Red and Blue Map, 2016; Image from Wik...
Visual Guide Machine Learning Gradient Boosted Random Forests Decision Trees காட்சி வழிகாட்டி
Source: medium.com

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