Services and Collaboration
Selected advisory, mentoring, and research collaboration.
I occasionally support selected mentoring, advisory, and collaboration opportunities related to AI, machine learning, product strategy, and human-centred AI systems.
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AI Product and Strategy Advisory
I can help teams think through AI product feasibility, technical direction, evaluation strategy, and implementation risks.
- AI product discovery
- Feasibility assessment
- AI system evaluation
- Human-centred AI workflows
- RAG and document intelligence evaluation
- Product and technical alignment
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AI/ML Mentoring
I provide practical mentoring for learners and early-career professionals seeking to build a stronger foundation in AI, machine learning, computer vision, Python, and applied ML systems.
- Machine learning fundamentals
- Computer vision basics
- Applied AI project planning
- Portfolio and research direction
- Technical interview preparation
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Research Collaboration
I am open to lightweight research collaboration in human-centred AI, physiological machine learning, adaptive learning, and AI evaluation.
- Public dataset exploration
- Reproducible benchmarks
- Lightweight prototypes
- Adaptive learning systems
- Physiological ML notes and reviews
Best-Fit Engagements
✅ AI systems with measurable user value
✅ Human-centred evaluation and workflow design
✅ Practical ML mentoring and portfolio direction
✅ Lightweight prototypes and research artifacts
✅ Adaptive learning and cognitive load-aware tools
✅ Public dataset and reproducibility-oriented work
Selected Engagements
I prefer selected engagements that are aligned with my long-term direction in AI systems, human-centred evaluation, adaptive learning, and applied machine learning. I am especially interested in work that connects practical system design with measurable user value.
Arkaan Izhraqi 