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The basic set of
 Model Validation metrics against certain dataset (could be the Training dataset or Validation dataset).

There is no complete set of numbers to define the  Goodness of fit
 and different studies may use different sets of Goodness of fit metrics but the basic set is provided by the following table:

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The most widely used set in engineering practice is given bysummarized  in the table below:



See also

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Formal science / Mathematics / Statistics / Statistical Metric 

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[ Coefficient of determination (R2) ][ Pearson correlation coefficient (ρP) ][ Correlation skewness ]

[ Validation Cross-Plot ]