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Binary Classification using Machine Learning

A company attrition dataset was used for this problem to classify the status of employees.

The following machine learning techniques were used to perform binary classification on the given dataset:

  1. Logistic Regression
  2. K-Nearest Neighbours
  3. Gaussian Naive Bayes
  4. Support Vector Machines
  5. Decission Tree Classifier
  6. Random Forest Classifier
  7. Artificial Neural Networks
  8. Gradient Boosting Machines - XGBoost

This notebook covers all the practical application part from Feature Engineering, Data Visualization, Modelling to Metric Computation in a very simple manner so that its easy to understand.

Link to Kaggle Notebook