At Mindrift, I labeled objects, movement, actions, and events in busy-street footage, following project-specific instructions. I also annotated industrial workflows, including automotive manufacturing footage.
In Label Studio, I annotated industrial footage and created and reviewed bounding-box tracks using keyframes, interpolation, and occlusion handling. I checked continuity and label categories against source clips and documented ambiguous objects.
With CVAT, I applied bounding boxes, object attributes, and tracking workflows to people, vehicles, machinery, products, and safety-related objects. I reviewed coverage and continuity, correcting missed or inconsistent annotations.
At Scribie, I transcribed British English audio verbatim and corrected AI-generated drafts against recordings. In my AI response evaluation work, I compared responses for accuracy, relevance, completeness, safety, and instruction-following, and practised RLHF-style preference ranking.
