Hi, I'm Sam

I build explainable AI systems that medical professionals can trust.Healthcare deserves AI that explains its decisions. I specialize in making complex machine learning transparent, turning "black box" algorithms into interpretable tools that reduce months of manual work to days—while ensuring every decision can be understood and validated by domain experts.Currently seeking opportunities to bring explainable AI to European healthcare organizations.

Research Background

Research Background
MA Computational Linguistics, University of Bergen (2024)
- Reduced medical screening from 6 months to 1 week with 90% accuracy
- Teaching experience: 30+ graduate students, 91% completion rate
- Oslo tech experience at legal AI startup (Innovation Norway funding)Key Achievement: Built ontology-enhanced neural networks achieving 90% accuracy with just 150 medical samples—proving that innovative approaches matter more than data volume.My work has reduced systematic review screening from 6 months to 1 week while maintaining 90% accuracy and 88% explainability.

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Projects

Featured ProjectsMedical Intervention Text Classification
Neural classifier integrating medical ontologies (SNOMED-CT, NEO) for automated systematic review screening. Achieved 90% accuracy with just 150 training samples.
Impact: Reduced screening time from 6 months to 1 weekCustomer Analytics with Uncertainty Quantification
Enhanced churn prediction model with SHAP explainability and confidence intervals. Achieved 90.36% accuracy with interpretable business insights.Legal AI System (Oslo Startup)
Production ML system for regulatory compliance analysis. Secured Innovation Norway funding and Microsoft Azure credits for Nemoest AI.
Impact: 25+ documents processed weekly with explainable decisionsHuman-AI Creative Interaction Analysis
Analyzed 1,298+ human-AI interactions in the Midjourney creative community. Discovered patterns in prompt-image relationships and AI reasoning capabilities.
Impact: Novel research on multimodal AI behavior

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Beyond the CodeWhen I'm not building explainable AI systems, you'll find me exploring the world of jazz, cooking, and science fiction. My journey from Ghana to Norway, with stops in China and various European countries, has shaped my perspective on building inclusive, globally-aware AI systems.I'm passionate about making complex technology accessible—whether that's teaching Python to medical researchers or helping maritime technicians understand sonar diagnostics.Currently learning: Advanced Norwegian (B2 level), German, and Japanese (Mandarin was not enough)

Contact

Let's Connect📧 [email protected]
💼 linkedin.com/in/sammens
🔗 github.com/SamInMotion
📍 Ghana (Open to Nordic relocation)Currently seeking opportunities in Nordic healthcare AI and PhD positions in safe AI for critical applications.

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