Welcome to my ML Final Project repository! This repository contains my submissions and solutions for the Kaggle Competitions that we have participated in.
The project focuses on analyzing and addressing Problematic Internet Use using machine learning techniques. The dataset and challenges were inspired by the research conducted by the Child Mind Institute.
- Exploratory Data Analysis: Notebooks for the EDA of tabular and actigraphy data.
- Hyperparameters Tuning: Notebook for optimizing, tuning hyperparameters for our model training session.
- Model Training Pipeline: Notebook used for data preprocessing, feature engineering, model training, and evaluation. This is the notebook that we used for our submission to the competition.
The Hyperparameters Tuning notebook takes quite a few minutes to open for the first time, due to its lengthy output, and the github backend. If you cannot open it, you can go to this link: https://nbviewer.org/
This project was inspired by the efforts of the Child Mind Institute in addressing mental health challenges related to internet usage.
Feel free to explore the repository, and don't hesitate to raise issues or reach out with questions!