**Welcome to the CognifAI Mini-Assignment 1** Hello everyone! We are excited to present an engaging and accessible contest for our community to hone their machine learning skills as part of the roadmap2 initiative. **Quick Guide** 1. Review the problem statement below. 2. Download the CSV files from the 'Data' tab. 3. Train your model and generate a `submission.csv` file in the specified format. 4. Submit your predictions. 5. Navigate to the 'Code' tab and create a new Notebook. 6. Import your notebook or copy/paste your code, run all the cells, and share it with MINI_ASSIGNMENTS. **Problem Statement** After finally defeating Sukuna, Yuji is looking for a safe place to settle down. He needs your help to evaluate the flood risk in various locations, identified by unique IDs and described by several features. Your task is to predict the probability of flooding in these places based on the given features. Join us in this exciting challenge and put your machine learning skills to the test!