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James Muchangi FaithJF
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James Muchangi Faith

@jamesmuchangifaith

I evaluate AI outputs and annotate high-quality data for machine learning models.

Kenya
Message

I've worked as a freelance AI Data Specialist and AI Trainer, evaluating LLM-generated responses for truthfulness, instruction-following, safety, and helpfulness.

I annotate and label text datasets for machine learning pipelines with an average accuracy score of 98%, while crafting prompts that uncover edge cases and reduce output bias. I also fact-check AI-generated content against reliable online sources.

Previously, at a local Nairobi tech hub, I categorized, tagged, and cleaned unstructured text and visual data for client machine learning projects while maintaining strict annotation guidelines and delivery targets.

Experience

Work history, roles, and key accomplishments

FR
Current

Freelance AI Data Specialist / AI Trainer

Freelance

Jan 2024 - Present (2 years 7 months)

Evaluate LLM-generated responses across multiple metrics including truthfulness, instruction-following, safety, and helpfulness. Annotate and label large text datasets for machine learning training pipelines with an average accuracy score of 98%. Craft and refine diverse prompts to test model limits, identify edge cases, and minimize output biases. Conduct fact-checking against reliable online sou

Education

Degrees, certifications, and relevant coursework

University of Nairobi logoUN

University of Nairobi

Bachelor of Science, Information Technology

Bachelor of Science in Information Technology from the University of Nairobi, Kenya, graduated in 2024.

Tech stack

Software and tools used professionally

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