Taiwan Company Financial Distress Detection
Proj5 tackles imbalanced classification for bankruptcy prediction using ensemble methods. Explores techniques for handling class imbalance.
JSON with financial ratios and bankruptcy labels.
Random Forest, Gradient Boosting, SMOTE
Precision, Recall, F1, ROC-AUC
| Lesson | Topic | Query |
|---|---|---|
| 5.1 | Working with JSON | "run lesson 5.1" |
| 5.2 | Imbalanced Data | "run lesson 5.2" |
| 5.3 | Random Forest | "run lesson 5.3" |
| 5.4 | Gradient Boosting | "run lesson 5.4" |
| Tool | Description |
|---|---|
load_proj5_data |
Load Taiwan bankruptcy dataset |
detect_bankruptcy |
Run bankruptcy detection pipeline |
handle_imbalance |
Apply resampling techniques |