Add README.md
Browse files
README.md
CHANGED
|
@@ -0,0 +1,39 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
|
| 2 |
+
---
|
| 3 |
+
tags:
|
| 4 |
+
- random-forest
|
| 5 |
+
- stroke-prediction
|
| 6 |
+
- classification
|
| 7 |
+
- healthcare
|
| 8 |
+
license: mit
|
| 9 |
+
widget:
|
| 10 |
+
- text: "Patient details: Age 65, Hypertension 1, Avg_glucose_level 180, BMI 25"
|
| 11 |
+
datasets:
|
| 12 |
+
- stroke-prediction-dataset
|
| 13 |
+
---
|
| 14 |
+
|
| 15 |
+
# Stroke Prediction Model
|
| 16 |
+
|
| 17 |
+
This model uses a Random Forest Classifier to predict the likelihood of a stroke based on patient details.
|
| 18 |
+
|
| 19 |
+
## Model Details
|
| 20 |
+
- **Algorithm**: Random Forest
|
| 21 |
+
- **Use Case**: Healthcare, Stroke Risk Prediction
|
| 22 |
+
- **Performance Metrics**:
|
| 23 |
+
- **Accuracy**: 94.70%
|
| 24 |
+
- **ROC-AUC Score**: 0.79
|
| 25 |
+
- **Classification Report**:
|
| 26 |
+
|
| 27 |
+
```
|
| 28 |
+
precision recall f1-score support
|
| 29 |
+
|
| 30 |
+
0 0.95 1.00 0.97 929
|
| 31 |
+
1 1.00 0.02 0.04 53
|
| 32 |
+
|
| 33 |
+
accuracy 0.95 982
|
| 34 |
+
macro avg 0.97 0.51 0.50 982
|
| 35 |
+
weighted avg 0.95 0.95 0.92 982
|
| 36 |
+
```
|
| 37 |
+
|
| 38 |
+
## How to Use
|
| 39 |
+
Download the model and load it using `joblib
|