Professional AI Trainer & Data Labeling Specialist (Freelance/Independent Projects)
Trained and evaluated AI/LLM outputs using RLHF, preference ranking, and hallucination audits to produce high-accuracy labeled training and evaluation data. Conducted supervised fine-tuning style workflows and reviewed model outputs and digital artifacts with strong attention to correctness and consistency. Created and applied annotation quality standards to support reliable downstream model improvement.• Performed preference-ranking and hallucination audit labeling for LLM behavior alignment• Produced expert annotations across text-based prompts, responses, and digital artifacts• Identified and corrected inconsistencies/errors in model outputs to improve label quality• Supported evaluation workflows with clear guideline adherence and quality checks