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DevSahu1/vocalneuro-parkinsons-ai

sourceHugging Faceupdated 7mo agoView on Hugging Face
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App README

๐Ÿง  VocalNeuro AI: Deep Learning for Parkinson's Detection

VocalNeuro AI is a diagnostic support framework that utilizes Deep Learning to analyze neurological biomarkers. The system processes multi-modal data, including acoustic voice profiles and motor assessment scores, to infer the likelihood of Parkinson's Disease indicators.

๐Ÿš€ Project Overview

This application serves as a clinical dashboard where healthcare professionals can input patient biomarkers to generate an AI-driven risk assessment.

Key Features:

  • โ€”Multi-Modal Analysis: Combines vocal features (Jitter, Shimmer, Pitch) with motor scores (UPDRS, Tremor, Bradykinesia).
  • โ€”Deep Learning Engine: Powered by a Neural Network trained on clinical datasets.
  • โ€”Real-time Inference: Immediate probability scoring and risk classification.
  • โ€”Professional UI: A dark-themed, high-contrast dashboard built for clinical readability.

๐Ÿ› ๏ธ Technical Stack

  • โ€”Framework: Streamlit (Frontend & Deployment)
  • โ€”Machine Learning: Keras, TensorFlow (Deep Learning Architecture)
  • โ€”Data Processing: Scikit-Learn (Robust Scaling), Pandas, NumPy
  • โ€”Deployment: Hugging Face Spaces (CI/CD via Git LFS)

๐Ÿ“Š Biomarkers Analyzed

CategoryMetrics Included
AcousticFundamental Frequency (Hz), Jitter (%), Shimmer (%)
MotorUPDRS Score, Tremor Intensity, Bradykinesia, Rigidity
PhysicalPostural Instability, Gait/Walking Difficulty, Micrographia
ClinicalAge, Biological Sex, Genetic Family History, MRI Score

โš ๏ธ Disclaimer

This tool is intended for research and educational purposes only. It is not a substitute for professional medical diagnosis, advice, or treatment. Always seek the guidance of a physician or qualified health provider with any questions regarding a medical condition.

๐Ÿ‘ค Author

Dev Sahu LinkedIn | GitHub