Examining lifelogging data using data mining techniques and machine learning concepts.
All data used in this project is stored in the csv
directory.
┌── preprocessing_visualization.ipynb
├── classification.ipynb
├── life_pattern_report.ipynb
└── csv
├── device_uplink.csv
├── user_information.csv
└── user_action_annotation
├── 230.csv
├── ...
└── 676.csv
preprocessing_visualization.ipynb
- Preprocessing the data and visualizing it in useful ways.
classification.ipynb
- Applying some classification and regression methods in order to predict depression levels.
life_pattern_report.ipynb
- Generating a life pattern report for a user, which includes several useful information ranging from simple statistics to recommendations to improve the user’s life.