This Model predicts whether the employee will get a promotion or not. 🏆
DataSet used here is from a hackathon named HR Analytics on Analytics vidya (https://datahack.analyticsvidhya.com/contest/wns-analytics-hackathon-2018-1/).
Project URL: https://hr-analytics-deployement.herokuapp.com/
This model has been developed end to end pipeline.
🎯 Step 1. Loading Dataset
🎯 Step 2. Pre-Processing data
🎯 Step 3. Exploratory Data Analysis
🎯 Step 4. Feature Engineering
🎯 Step 5. Feature Selection
🎯 Step 6. Modeling (Contains HyperParameter Tunning)
After comparing models such as Logistic Regression, KNN, Decision tree, Random forest classifier,XGBoost, and LightGBM. The final algorithm selected is LightBGM.