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:
- Logistic Regression
- K-Nearest Neighbours
- Gaussian Naive Bayes
- Support Vector Machines
- Decission Tree Classifier
- Random Forest Classifier
- Artificial Neural Networks
- 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.