Projects
Senior-Level Technical Leadership Across Critical Industries.
Energy Recommendation System
My Impact: Architected intelligent grid stability system achieving 5.4% demand reduction, representing $2–5M annual value for metropolitan utilities facing extreme weather challenges.
Technical Leadership: Designed three-stage ML pipeline with PyTorch LSTM architecture, processing 8,000+ buildings in <30 seconds. Led distributed team development with production deployment readiness.
DACH Market Relevance: Directly applicable to Germany's Energiewende initiatives, Swiss grid modernization, and European renewable energy integration challenges.
Strategic Value: Demonstrates senior-level system architecture, stakeholder management, and business impact quantification critical for energy sector transformation.
Multi-Lens Analysis Available:
- Technical Deep-Dive: LSTM implementation, distributed computing, performance optimization
- Management Perspective: Project coordination, risk management, team leadership
- Product Strategy: Market analysis, competitive positioning, business case development
Heart Failure Readmission Prediction
My Impact: Designed comprehensive ML framework bridging clinical risk prediction with healthcare resource optimization in a condition affecting 6.2M US adults and costing $30B+ annually.
Technical Leadership: Architected dual-prediction system connecting patient risk assessment to operational staffing decisions. Built memory-efficient pipeline for large-scale clinical databases (MIMIC-IV) with GDPR compliance framework.
DACH Market Relevance: Transferable to Swiss pharma research and German med-tech contexts requiring healthcare AI expertise and regulatory compliance.
Strategic Value: Demonstrates healthcare domain expertise, regulatory navigation (HIPAA/GDPR), and the ability to translate clinical requirements into production-ready solutions.
Multi-Lens Analysis Available:
- Technical Deep-Dive: Clinical data processing, model evaluation frameworks, regulatory compliance
- Management Perspective: Healthcare stakeholder coordination, project planning across clinical domains
- Product Strategy: Healthcare market analysis, clinical adoption strategy, value proposition development
Markov-Based Predictive Maintenance
My Impact: Delivered production-ready predictive maintenance system achieving 49-cycle RMSE with $8.4M annual savings and 1-month payback for aviation engine maintenance, demonstrating senior-level model selection philosophy.
Technical Leadership: Architected comprehensive ML pipeline with Markov Chain models, HMM, and baseline comparisons. Implemented interpretable state-based predictions over higher-performing Random Forest, showcasing production ML decision-making.
DACH Market Relevance: Directly applicable to German Industry 4.0 initiatives, Swiss precision manufacturing, and European aviation maintenance operations requiring explainable AI for safety-critical systems.
Strategic Value: Demonstrates advanced model selection philosophy, regulatory compliance understanding, and the ability to balance technical performance with business requirements in safety-critical domains.
Multi-Lens Analysis Available:
- Technical Deep-Dive: Markov modeling, model selection framework, comprehensive evaluation metrics
- Management Perspective: Production ML decision-making, stakeholder communication, business case development
- Product Strategy: Aviation market analysis, ROI frameworks, regulatory compliance strategy
Cross‑Industry Expertise
- Energy & Utilities: Grid modernization, demand response, renewable integration
- Healthcare & Life Sciences: Clinical decision support, GDPR/HIPAA, safety‑critical ML
- Manufacturing & Industrial: Predictive maintenance, Industry 4.0, industrial IoT
Technical Leadership Capabilities
- Production ML Engineering: Research → scalable deployment
- Team Coordination: Multi‑stakeholder delivery
- Regulatory & Compliance: Healthcare, energy, industrial
- Business Impact: ROI‑driven execution
- International: EU market adaptations