04Portfolio · Computer vision
Detection and recognition that holds up under changed lighting, perspective and messy real-world input — plus generative imagery work from the design years. Real contracts, figures as recorded on Upwork.
01Delivered work
Client names withheld under contract — every figure is as recorded on the Upwork profile.
Trained and delivered an image-recognition model built to stay accurate under changes in lighting, perspective and framing — the failure modes that break demo-grade vision. Delivered fast, rated 5.0.
“He was able to create a strong model that, in spite of changes in lighting and perspective, has me incredibly happy.”
Commercial generative-imagery delivery (MidJourney pipeline) for a publishing client — prompt-to-print quality control from the years before I moved fully into ML engineering.
Vision is the discipline where I'm most selective: I take detection, grading and measurement builds where robustness genuinely matters, and pass on the rest.
02Systems of this class
Well-known products of the same class — unaffiliated reference points, so a first conversation starts from a shape you already know.
Send the problem and where it's stuck. I'll tell you honestly whether I'm the right person and what it would take — usually within one business day.