But looking at structure is beneficial only when structure is simple. According to Singh, when big data arrived a decade or so ago, it exploded the number of applications.
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Big data means more complexity, encompassing many more complex codes in multiple dimensions and complex surfaces. Singh introduced the LIME algorithm, a model-agnostic approach that can explain decisions made by any machine learning classifier.
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The main idea behind LIME is not to explain the whole surface, but to zoom in to the local behavior of a data point. This, for example, allows LIME to determine what parts of the image that are useful for the classifier to predict. His group designed a quantitative evaluation to decide if the explanations generated by LIME are useful or not, based on four criteria:.
It took them between four to six seconds rather than 12 seconds to predict what the machine learning model would do on a certain data point.
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Trust and verify His group designed a quantitative evaluation to decide if the explanations generated by LIME are useful or not, based on four criteria: Can we understand what the machine learning algorithms are doing? Can we compare different machine learning algorithms?
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