Supervised-Learning-Classification

Repository includes two files:
- Jupyter notebook with Python code written for data analysis and model building
- CSV file includes data imported into notebook

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 (Variable identification, Univariate analysis, Bi-Variate analysis)
Data Pre-processing
Logistic regression
- Multicollinearity
- Optimal threshold using AUC-ROC curve
Decision trees
- Pruning