Upload folder using huggingface_hub
Browse files- README.md +30 -3
- model_artifacts.pkl +2 -2
README.md
CHANGED
|
@@ -1,4 +1,31 @@
|
|
| 1 |
-
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 2 |
|
| 3 |
-
|
| 4 |
-
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
---
|
| 2 |
+
language: en
|
| 3 |
+
tags:
|
| 4 |
+
- tourism
|
| 5 |
+
- classification
|
| 6 |
+
- customer-prediction
|
| 7 |
+
license: apache-2.0
|
| 8 |
+
---
|
| 9 |
|
| 10 |
+
# Tourism Package Prediction Model
|
| 11 |
+
|
| 12 |
+
## Model Description
|
| 13 |
+
This model predicts whether a customer will purchase the Wellness Tourism Package.
|
| 14 |
+
|
| 15 |
+
## Best Model: Gradient Boosting
|
| 16 |
+
- **F1 Score**: 0.8522
|
| 17 |
+
- **Accuracy**: 0.9479
|
| 18 |
+
- **Precision**: 0.9394
|
| 19 |
+
- **Recall**: 0.7799
|
| 20 |
+
- **ROC AUC**: 0.9787
|
| 21 |
+
|
| 22 |
+
## Best Parameters
|
| 23 |
+
{'learning_rate': 0.2, 'max_depth': 7, 'n_estimators': 200, 'subsample': 1.0}
|
| 24 |
+
|
| 25 |
+
## Usage
|
| 26 |
+
```python
|
| 27 |
+
import pickle
|
| 28 |
+
with open('model_artifacts.pkl', 'rb') as f:
|
| 29 |
+
artifacts = pickle.load(f)
|
| 30 |
+
model = artifacts['model']
|
| 31 |
+
```
|
model_artifacts.pkl
CHANGED
|
@@ -1,3 +1,3 @@
|
|
| 1 |
version https://git-lfs.github.com/spec/v1
|
| 2 |
-
oid sha256:
|
| 3 |
-
size
|
|
|
|
| 1 |
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:55c22d703ac3f21d0ab74207f19ec50247edc60469927fb241180c293b47165d
|
| 3 |
+
size 2921133
|