-Personalized-Medicine-Redefining-Cancer-Treatment-KAGGLE-

This is a solution for the kaggle competition Personalized Medicine: Redefining Cancer Treatment Predict the effect of Genetic Variants to enable Personalized Medicine the link

here we had an dataset of the gene varition and a reasearch paper or any documented text related to that mutation and we have to predict whether the gene is mutated or not or in which class the mutation lies

here for the gene varition column we used response encoding rather than one hot encoding and for the text we also did same but before we cleaned the text, removing stopwords and doing more feature extraction.

finally comparing all the results we gained from hyperparameter tuning also choosing best alpha(for laplace smoothning) and then after we evaluated the model using different algorithm like naive bayes, k-nearest, logistic regreassion etc.