Umeh V.

Key Skills

Freelancer Overview

From late March to late April, I worked with **Outlier** as part of an AI training program focused on improving machine learning models through data labeling, evaluation, and structured feedback tasks. During this period, I was actively engaged in a variety of assignments that exposed me to different aspects of artificial intelligence development and model training workflows. My tasks included **furniture design identification**, where I helped classify and label different furniture styles and structures to improve visual recognition accuracy in AI systems. I also participated in **audio translation tasks**, which involved listening to recorded audio clips and providing accurate transcriptions or translations depending on the instruction set. In addition, I completed several **survey-based evaluation tasks** that required careful judgment and attention to detail to ensure high-quality dataset refinement. Overall, the experience was highly insightful and expository, as it provided me with a clearer understanding of how AI systems are trained using human feedback. It gave me direct exposure to the behind-the-scenes processes that shape intelligent models, improving my analytical skills, attention to detail, and understanding of data-driven technologies in the AI space.

Labeling Experience

furniture design identification and audio translation

ImageClassification

it involved pattern recognition to help train ai models for better identification

2026 - 2026

Education

Work History