Introduction This document covers the implementation of Random Search and Grid Search. Refer to https://www.datacamp.com/community/tutorials/parameter-optimization-machine-learning-models?utm_source=adwords_ppc&utm_campaignid=1455363063&utm_adgroupid=65083631748&utm_device=c&utm_keyword=&utm_matchtype=b&utm_network=g&utm_adpostion=&utm_creative=278443377095&utm_targetid=dsa-429603003980&utm_loc_interest_ms=&utm_loc_physical_ms=1009864&gclid=Cj0KCQjw2tCGBhCLARIsABJGmZ7Cr2dAAoFCZ3JCjQDhO5X68bz6fDucw0pGGJ7iIyujLevNcfNk6xoaAoWbEALw_wcB Dataset https://www.kaggle.com/uciml/pima-indians-diabetes-database