chayandatta/Heart_disease_prediction

A Deep Learning Python Toolkit for Healthcare Applications.

🧪Yet Another ICU Benchmark: a holistic framework for the standardization of clinical prediction model experiments. Provide custom datasets, cohorts, prediction tasks, endpoints, preprocessing, and models. Paper: https://arxiv.org/abs/2306.05109

Perform AI-based heart monitoring tasks

Machine learning and decision intelligence models designed to improve healthcare safety through clinical risk prediction and medical interaction analysis.

A toolkit for evaluating and monitoring AI models in clinical settings

MIMIC Code Repository: Code shared by the research community for the MIMIC family of databases

Portfolio of capstone projects from AI & Technology, Data Science, AI Internship, Machine Learning and AI Humanities Honors. CNN pneumonia detection on chest X-rays (>90% accuracy), healthcare EDA, diabetes risk prediction and AI ethics research. Python, scikit-learn, TensorFlow/Keras.

This project presents a comparative machine learning framework for heart attack risk prediction using Python. It includes data preprocessing, feature engineering, SMOTE for class balancing, cross validation, and performance evaluation of multiple ML models.

A python framework accelerating ML based discovery in the medical field by encouraging code reuse. Batteries included :)