Kaggle Projects
Published:
Categories: Predictive maintenance, demand forecasting, fraud detection, churn prediction, scientific ML, human resource, geospatial analysis, computer vision
This is list of all Kaggle projects I have done:
| No | Name | Category | Methods | Notebook | Presentation |
|---|---|---|---|---|---|
| 1 | Prediction of Superconductor Critical Temperature | Scientific ML | PCA, Random Forest Regressor | Link | |
| 2 | Power Output Prediction of Wind Turbine | Demand forecasting | SVM, LightGBM | Link | |
| 3 | Time Series Forecast of MRT Passengers in Taipei | Demand forecasting | ARIMA, SARIMAX | Link | |
| 4 | Detection and Classification of Wind Turbine Failures | Predictive maintenance | SMOTE, LightGBM | Link | |
| 5 | Prediction of Bike Sharing Rents in Seoul | Demand forecasting | XGBoost | Link | Link |
| 6 | Kamernet Case Study: Energy Efficient House Rents in Netherlands | Geospatial analysis | Leaflet/Folium | Link | |
| 7 | Prediction of Employee Productivity in Garment Industry | Human resource | Advanced data analysis | Link | |
| 8 | GoJek Case Study: Identification of Fake GPS Use by Drivers | Fraud detection | Advanced feature engineering, XGBoost | Link | Link |
| 9 | Classification of Land Covers from EuroSAT Sentinel-2 Satellite Images | Computer vision | CNN, VGGNet transfer learning | Link |
