Project completed as part of Great Learning's Program - Data Science and Business Analytics
Repository includes files:
Jupyter notebook/ HTML generated from Jupyter with Python code written for data analysis and model building
Problem Statement Analyze the data of INN Hotels to find which factors have a high influence on booking cancellations, build a predictive model that can predict which booking is going to be canceled in advance, and help in formulating profitable policies for cancellations and refunds.
Skills and Tools
- Exploratory Data Analysis
- Data Pre-processing
- Logistic regression
- Multicollinearity
- Finding optimal threshold using AUC-ROC curve
- Decision trees
- Pruning