Asir Siyam C.

I help teams turn AI ideas into working software, fast, clearly, and production-ready. I’m a UK-based Machine Learning Engineer focused on computer vision (video understanding, detection/tracking, product matching) and LLM assistants (RAG, tool calling, evaluation and safety). Previously, I co-founded an AI startup and shipped production computer vision systems end-to-end. Recent work includes: Video understanding pipelines for real-world footage (detection + tracking + embeddings) Product matching and visual verification across messy catalogues Internal document assistants that answer questions with citations and guardrails (RAG + evaluation) I handle the full lifecycle: problem framing, data strategy, model training or fine-tuning, engineering, cloud deployment (AWS/Docker), and iteration. How I work: We define success in your words (for example: reduce manual work, improve answer quality, or ship a proof of concept for stakeholders). I propose a clear plan with milestones and deliverables. You get frequent updates and a working result at each step. If you already have a spec, I can refine it and deliver step by step. If you only have an idea, describe the problem in plain language and I will come back with what is realistic, what I would build first, and a milestone-based estimate.