Upload hfREADME.md with huggingface_hub
Browse files- hfREADME.md +36 -0
hfREADME.md
ADDED
@@ -0,0 +1,36 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
---
|
2 |
+
library_name: sklearn
|
3 |
+
tags:
|
4 |
+
- random-forest
|
5 |
+
- stroke-prediction
|
6 |
+
- sklearn
|
7 |
+
pipeline_tag: tabular-classification
|
8 |
+
license: mit
|
9 |
+
---
|
10 |
+
|
11 |
+
|
12 |
+
# Stroke Prediction Random Forest Model
|
13 |
+
|
14 |
+
This project uses a Random Forest model to predict the risk of strokes based on user input features. The model has been deployed on Hugging Face for seamless integration.
|
15 |
+
|
16 |
+
## Features
|
17 |
+
- Predicts the likelihood of a stroke based on various health parameters.
|
18 |
+
- Fast and efficient model, hosted on Hugging Face.
|
19 |
+
|
20 |
+
## Input Features
|
21 |
+
The model expects the following inputs:
|
22 |
+
- `age`: Patient's age (numeric)
|
23 |
+
- `age_group`: Patients age group child(Less than 18 ),Young Adult (18-34 ), Adult (35-59 ), Senior (60 and over )
|
24 |
+
- `hypertension`: 1 if the patient has hypertension, else 0
|
25 |
+
- `heart_disease`: 1 if the patient has heart disease, else 0
|
26 |
+
- `avg_glucose_level`: Average glucose level in the blood
|
27 |
+
- `bmi`: Body Mass Index
|
28 |
+
- `gender`: Male/Female/Other
|
29 |
+
- `ever_married`: Yes/No
|
30 |
+
- `work_type`: Type of work (e.g., Private, Self-employed, never_worked)
|
31 |
+
- `Residence_type`: Urban/Rural
|
32 |
+
- `smoking_status`: Smoking habits (e.g., never smoked, formerly smoked)
|
33 |
+
|
34 |
+
## Model Deployment
|
35 |
+
The model has been deployed on the [Hugging Face Hub](https://huggingface.co). You can access it via my repo [Random Forest Model for Stroke Prediction](https://huggingface.co/Asiya-Mohammed/random-forest-model).
|
36 |
+
|