Practiced data preprocessing and basic automation in Python (CSV/JSON pipelines, small scripts), mostly developed through guided/vibe coding with AI tools.
Created demo workflows (e.g., Selenium UI automation, ML backtests) as exploratory exercises rather than production systems.
Gained exposure to AI workflows by combining STEM background with simple data/engineering tasks.
Participated in annotation-style activities (reviewing AI/NLP outputs, structured feedback) in exploratory contexts, not as client projects.
15+ years in civil/structural engineering (AutoCAD, Revit, SAP2000) with strong attention to detail, standards compliance, and structured processes.
This document highlights selected projects and areas of expertise combining civil/structural engineering with digital workflows and exploratory AI/data-related tasks.
The purpose is to illustrate a track record of structured, detail-oriented work as well as adaptability to new technologies.
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