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Fredrick mbae

@fredrickmbae

AI data and LLM evaluator at Crowdgen / AI Data Projects, reviewing model responses and African-language data for quality and cultural accuracy.

Kenya

Message

At Crowdgen / AI Data Projects, I evaluated LLM-generated responses for accuracy, relevance, instruction following, and contextual quality. I also annotated text data and checked datasets for errors, inconsistencies, and labeling issues.

With SAMA-AI / Speech Data Projects, I analyzed speech and audio datasets, transcribed speech, and reviewed transcripts for accuracy and linguistic consistency. I applied knowledge of African-language speech and cultural context when evaluating the data.

I bring native/local understanding of Kikuyu / Gikuyu and familiarity with Swahili, Kenyan English, regional language variation, and code-switching. My background as a Registered Nurse / Mental Health Nurse also involved accurate documentation and handling confidential information.

Experience

Work history, roles, and key accomplishments

Registered Nurse / Mental Health Nurse

Kenya

Conducted detailed patient assessments and maintained accurate clinical documentation. Managed sensitive and confidential information in accordance with professional standards.

patient assessment Clinical Documentation Confidentiality Analytical Thinking Communication Skills Multidisciplinary teamwork Attention To Detail

AI Data / LLM Evaluator

Crowdgen

Evaluated and reviewed LLM-generated responses for accuracy, relevance, clarity, instruction following, and overall quality. Annotated and categorized text data according to project-specific guidelines and labeling frameworks.

LLM Evaluation AI Data Annotation Data Labeling Data Quality Assurance Prompt response evaluation AI Generated Content Evaluation Language Data Text Classification Data Validation

Speech & Audio Data Analyst

SAMA-AI

Analyzed and reviewed speech and audio datasets for AI and machine-learning applications. Performed speech transcription and reviewed transcribed content for accuracy and linguistic consistency.

Speech Analytics Audio Data Annotation Audio Transcription Review Data Quality Assurance Linguistic Evaluation African Language Expert