assessing the accuracy of the solution case studycredit risk additional notes naive bayes for classification case studyincome prediction on census data -nearest neighbors for classification case studyk-nearest neighbor the dataset business objective tree-based algorithms for classification types of decision tree algorithms summary dvanced algorithms for supervised learning technical toolkit required boosting algorithms using gradient boosting algorithm svm svm in - space ksvm case study using svm supervised algorithms for unstructured data text data use cases of text data challenges with text data text analytics modeling process text data extraction and management vii