At SiliconExpert, I analyze electronic-component data to support sourcing, lifecycle, and obsolescence decisions. I built an LLM-assisted classification pipeline that mapped 38,000+ unlabeled obsolescence reasons into a 12-category taxonomy, achieving 91% accuracy on a manually validated sample.
I also built and deployed a FastAPI multilingual NLP service using FastText and Hugging Face MarianMT models. It supports single-text and bulk Excel processing and eliminated manual translation steps for supplier documents.
For recurring analysis, I automated data-processing and reporting workflows, reducing manual reporting effort by 30%. I also designed and maintained Power BI dashboards for KPI tracking, component lifecycle monitoring, and management reporting.
I designed and built PatchrightPV, an end-to-end platform that validates part numbers, kit configurations, and lifecycle statuses for electronic components. I extended it with an LLM reasoning layer using Amazon Bedrock and Qwen2.5 local inference, plus a supplier knowledge base and decision-tracing dashboard.
