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heart-disease-prediction
Aaravkumar/heart-disease-prediction
heart-disease-prediction is a tabular classification model from Aaravkumar. Use it for the tabular classification task on the model card, and read the license before you ship it in a product. The card lists the license as apache-2.0.
Developed by Aarav (AI and ML Learner) Built in 2025 while learning classical ML. Focus: correct pipeline, honest metrics, medical screening context. BASELINE-MODEL
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Updated Feb 8, 2026
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At a glance
- Task
- Tabular Classification
- License
- apache-2.0
- Access
- Public
- Created
- Jan 5, 2026
- Updated
- Feb 8, 2026
- SHA
- b83d02fd
Model card
From the Hugging Face model README
🩺 Heart Disease Risk Classifier
Developed by Aarav (AI and ML Learner) Built in 2025 while learning classical ML. Focus: correct pipeline, honest metrics, medical screening context. BASELINE-MODEL
📜 License
This project is licensed under the Apache License 2.0. This means you are free to use, modify, and distribute this model, even commercially, as long as you provide attribution to the original author (Aarav).
🚀 Model Description
This is a Random Forest model trained to predict heart disease risk with a focus on high-precision screening.
- Accuracy: 90.74%
- Reliable Cross-Val Mean: ~84.4%
- Model Type: Random Forest Classifier (n_estimators=300, max_depth=7)
- Dataset: UCI Cleveland Heart Disease (Standard Benchmark)
⚠️ Intended Use & Limitations
- Intended Use: Educational purposes, baseline research, and portfolio demonstration.
- Limitations: This is not a clinical diagnostic tool. It should not be used to make real-world medical decisions. Accuracy is based on historical data and may not reflect real-time patient diversity.
- Task
- Tabular Classification
- License
- apache-2.0
- Languages
- en
- Created
- Jan 5, 2026
- Updated
- Feb 8, 2026