What I Offer
Areas of Expertise
Flexible, outcomes‑driven engagements—from quick advisory calls to end‑to‑end project delivery.
ML/AI Consulting
Problem framing, data strategy, model selection, experiment design, and MLOps guidance for reliable deployment.
- Rapid feasibility studies & baselines
- Model evaluation & benchmarking
- MLOps & reproducibility reviews
Computer Vision & SHM
Visual inspection, defect detection, and structural health monitoring pipelines (drones, thermal, multimodal fusion).
- Dataset curation & labeling guidelines
- Detection/segmentation/tracking
- Explainability (Grad‑CAM, SHAP)
Curriculum & Teaching
Course design, guest lectures, workshops, and supervision for data/AI undergraduate and graduate programs.
- Project‑based learning & rubrics
- LaTeX/technical writing clinics
- Ethics & responsible AI modules
Research Collaboration
Joint proposals, grant writing, experimental design, and publications across AI for healthcare, civils, and education.
- Proposal scoping & budgeting
- Reproducible code & datasets
- Paper writing & response strategy
Speaking & Panels
Keynotes, seminars, and fireside chats on ML trends, research practices, and academic‑industry partnerships.
- Conference talks & tutorials
- Industry briefings
- Faculty development sessions
Mentoring & Advisory
Ongoing supervision for student projects, early‑career researchers, and data teams scaling their practice.
- 1:1 advisory sessions
- Code and paper reviews
- Career and grant coaching
How We Can Work Together
Engagement Models
Advisory Blocks
PopularBook 2–10 hour packs for targeted reviews, strategy, or troubleshooting.
- Code/experiment reviews
- Project scoping & roadmaps
- Paper editing & responses
Workshops
TeamsHands‑on sessions tailored to your data, tools, and outcomes.
- Intro → Advanced ML & MLOps
- Computer Vision with drones
- Explainable AI (SHAP, LIME, etc.)
Projects
End‑to‑EndScoped deliverables with milestones, documentation, and handover.
- PoC → Pilot → Production
- Reproducible repos & reports
- Knowledge transfer & training
Questions
Frequently Asked
Do you sign NDAs and handle sensitive data?
Yes. I routinely work under NDA and follow best practices for data security, access control, and reproducibility.
Can you tailor workshops to our stack?
Absolutely—content can be adapted to Python, R, cloud platforms, annotation tools, and your datasets.
Where are you based and what time zones do you cover?
I’m based in Asia/China/Chengdu (UTC+8) and commonly support partners across EU/UK, Africa, and the Americas.
Let’s collaborate
Describe your goals and timeline—I'll recommend the best engagement model and next steps.