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Figure 2.15 KNN Classifier performance result
                                                            (Source: Sruthi, 2022)


























                                                   Figure 2.16 Front end of the web application
                                                            (Source: Sruthi, 2022)


                                In conclusion, by combining AI technology, data analysis, and user-friendly

                                interfaces,  this  project  aims  to  contribute  to  the  early  detection  of
                                cardiovascular disease and reduce the associated mortality rate.







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