Long ago, back around 2007, we all were introduced to the 3rd Platform, with cloud as its core and solutions that offered anytime, anyplace access to application functionality. The platform was built on the technology pillars of mobile computing, cloud services, big data and analytics and social networking.

Many a times, data scientists and analysts input data and then train a model like logistic regression for classification. Most of the practitioners do not seem to spend enough time on this part of the output and instead focus only on the top level diagnostics consisting of coefficient summary, RMSE or classification matrix and may be the overall measure such as an R2 in the case of a linear