This repository contains several scripts integral to the development, training, and deployment of a machine learning model. 

**classifiers_test.py**

*Purpose:* This script is used for testing various classifiers.

*Functionality:* It conducts a series of tests on different classifiers to evaluate their performance and suitability for our model.

**model_creation.py**

*Purpose:*  Responsible for creating and training the machine learning model.

*Functionality:* Reads input data, trains the model and saves it to trained_model.pkl.

**model_inference.py**

*Purpose:* Utilizes the trained model to make predictions on new data.

*Functionality:* Loads the model from trained_model.pkl, makes predictions on new data and outputs a binary table indicating collapse predictions.