https://github.com/prneidhardt/supervised-learning-classification
INN Hotels Project
https://github.com/prneidhardt/supervised-learning-classification
auc-roc-curve decision-trees logistic-regression multicollinearity pruning
Last synced: 2 months ago
JSON representation
INN Hotels Project
- Host: GitHub
- URL: https://github.com/prneidhardt/supervised-learning-classification
- Owner: prneidhardt
- License: gpl-3.0
- Created: 2022-05-29T16:43:59.000Z (almost 3 years ago)
- Default Branch: main
- Last Pushed: 2024-11-11T21:20:25.000Z (6 months ago)
- Last Synced: 2025-01-08T09:16:46.812Z (4 months ago)
- Topics: auc-roc-curve, decision-trees, logistic-regression, multicollinearity, pruning
- Language: Jupyter Notebook
- Homepage:
- Size: 3.77 MB
- Stars: 2
- Watchers: 1
- Forks: 2
- Open Issues: 0
-
Metadata Files:
- Readme: README.md
- License: LICENSE
Awesome Lists containing this project
README
# 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