This is the regression model I have made using ML algorithms.
Predicting Hotel Booking Cancellation Is a machine learning classification project that will try to predict whether a booking will be cancelled or a booking will not be cancelled using machine learning based on hotel data.
* Firstly we will import all the required libraies such as pandas, numpy, matplotlib, seaborn.
* Then we will check the shape of data, rows and columns, null values and will then remove all the null values.
* Feature Engineering
* Binning
* Aggregating Columns
* Cleaning Data
* Visualization
* Insight & Conclusion
* Train Test Split
* Using pipeline for model building- scaling for normal features and label encoder for categorical features
* Creating base model with few algorithm (Logistic Regression, K Neighbors Classifier, Decision Tree Classifier, Random Forest classifier, XGB Classifier)
* Checking evaluation matrix
* checking evaluation matrix on the tuned model
* Export the model with the best accuracy score