/breast-cancer-malignant-or-benign

Primary LanguagePython

breast-cancer-malignant-or-benign

This is the classification problem where we have to find breast cancer type malignant/benign

In this i used 3 algorithms to compare the predictions 1. Logistic Regression 2. Random Fosrest Classifier 3. Artificial Neural Networks

Breif steps

Import Library Import Dataset using panda create x matrix and y vector using iloc create train and test result using train_test_split from sklear preprocessing Perform feature scaling (standardization) using StadardScaler from sklear preprocessing Apply logistic regression Apply random forest classifier with criterion "entropy". Apply ANN Predict result in each case create confusion martix

Accuray for eaach model

  1. Logistic Regression 96.49
  2. Random Fosrest Classifier 97.36
  3. Artificial Neural Networks 95.61