Capabilities
Skills & Expertise
Technical depth across eight domains, from core ML methods and medical AI to bioinformatics pipelines, MLOps infrastructure, and trustworthy AI systems.
AI / ML
Core machine learning and deep learning methods
Deep LearningTransformers & LLMsGraph Neural NetworksReinforcement LearningBayesian MethodsGenerative ModelsContinual LearningPhysics-Informed MLSpiking Neural NetworksTime-Series ModelingFoundation ModelsMulti-Objective Optimization
Medical & Scientific AI
Applied AI in clinical and scientific domains
Medical Image AnalysisClinical NLPFederated LearningPrivacy-Preserving MLRadiomicsPathology AIMultimodal Health AIClinical Decision SupportHL7 / FHIRRegulatory ReadinessHuman-AI Radiology StudiesHealthcare AI Evaluation
Bioinformatics & Omics
Computational biology and multi-omics data science
Multi-Omics IntegrationMass Spectrometry / ProteomicsWGS / WES PipelinesMaxQuant & DEqMSNextflow / nf-coreSLURM HPCNetwork InferenceGO / KEGG EnrichmentMolecular Systems ModelingPrecision MedicineNeurodegeneration Biomarkers
Data, Infrastructure & MLOps
End-to-end ML systems and engineering
PythonRSQLPyTorchTensorFlow / JAXDocker & KubernetesCI/CD PipelinesDistributed ComputingCloud Platforms (GCP, Azure)Data Lineage & GovernanceMonitoring & ObservabilityReproducible Workflows
Research, Evaluation & Benchmarking
Rigorous scientific methodology and AI assessment
LLM & Multimodal EvaluationClinician-in-the-Loop StudiesBenchmark DesignStatistical ValidationUncertainty QuantificationPeer Review (IEEE JBHI)Reproducibility StandardsFailure Mode AnalysisAblation StudiesMeta-Evaluation Methodology
Leadership, Strategy & Execution
Technical and organizational leadership
Technical StrategyR&D LeadershipTeam Leadership & MentoringStartup CTO / Co-FoundedProduct & Platform ThinkingCross-Functional CoordinationResearch FundingRegulatory & Compliance NavigationPolicy AnalysisEnterprise SaaSInvestor Communication
Trustworthy & Human-Centered AI
Responsible, explainable, and human-aligned systems
Explainable AI (XAI)SHAP / LIME / GradCAMHuman-in-the-Loop DesignAI TransparencyModel Cards & DatasheetsResponsible AI GovernanceAI EthicsCalibrated UncertaintyInteractive MLUsability StudiesSafety-Focused Evaluation
Geospatial & Public-Sector AI
Applied AI for spatial, urban, and policy contexts
Geospatial Data EngineeringUrban AI & AnalyticsSpatio-Temporal ModelingAnomaly DetectionForecasting for OperationsEvidence-Based PolicyInternational AffairsDefence-Adjacent AIHorizon Europe Policy Analytics