THE OBJECTIVE OF THIS CLASSIFCATION IS TO DETECT THE DEATH OF PERSON BASED ON HEART FAILURE AND SEVERAL OTHER FACTORS.BY DEVELOPING THIS MODEL WE CAN HELP TO FIND EARLY HEART FAILURE SCENARIOS SO THAT IT CAN BE TREATED SOON TO PREVENT THEM FROM RISK OF DEATH .
#PROBLEM ANALYSIS: THE DATASET CONSISTS OF 299 RECORDS AND 13 FEATURES.BY CONSIDERING AGE, DIABETES, PLATELETS, SMOKING HELPS TO FIND PERSONS RISK FOR DEATH. THIS PROBLEM IS DEVELOPED USING KNN ALGORITHM AND HYPER PARAMETER TUNING IS DONE ON TOP OF THAT.