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Ten quick tips for machine learning in computational biology

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Figure

Fig. 1 a Example of dataset feature which needs data pre-processing and cleaning before being employedin a machine learning program
Fig. 2 Example of how an algorithm’s behavior and results change when the hyper-parameter changes, forconsiders only the five points nearest to the new green circle, and assigns the green circle to the blue squarehyper-parameterthe the k-nearest neighbors
Table 1 The confusion matrix: each pair (actual value; predicted value) falls into one of the four listedcategories
Fig. 3 a Example of Precision-Recall curve, with the precision score on the y axis and the recall score on the xaxis (Tip 8)

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