Research Projects

Objective

Develop deep learning models for early detection of chronic diseases using electronic health records and patient biomarkers.

Key Deliverables

• Predictive model with 90%+ accuracy
• Clinical validation study
• Journal publication
• Open-source implementation

Progress: 65%

Objective

Create interpretable machine learning models for business forecasting and strategic planning with transparent decision-making processes.

Key Deliverables

• XAI framework design
• Pilot implementation with industry partner
• User study and evaluation
• Conference presentation

Progress: 40%

Objective

Enable collaborative machine learning across multiple healthcare institutions while maintaining patient privacy and data security.

Key Deliverables

• Federated learning framework
• Multi-site validation
• Security analysis
• Manuscript submitted

Progress: 90%