Outlier
|AI Trainer & Data Annotator
Lagos, Lagos State, Nigeria
Summary
As a freelance AI Trainer and Data Annotator, Samuel contributes to the development and evaluation of large language models and multimodal AI systems for leading platforms including Outlier, micro1, and Multimango.
Highlights
Developed complex, high-quality prompts across coding, reasoning, and domain-specific tasks, significantly improving AI model performance and robustness.
Evaluated and ranked AI-generated outputs based on accuracy, helpfulness, coherence, and instruction-following, directly contributing to model refinement.
Performed precise data annotation for text, image, and multimodal data, including referring expressions, object grounding, and video segmentation, enhancing AI training datasets.
Designed structured scoring rubrics for consistent model benchmarking, ensuring objective and standardized evaluation processes.
Identified critical failure modes and ambiguous scenarios through edge case testing, leading to improved AI response quality and reliability.