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hayaa Mohammad

@hayaamohammad

AI Trainer and Data Analyst specializing in Arabic language annotation and model evaluation.

Egypt
Message

What I'm looking for

I seek remote roles where I can apply Arabic linguistic expertise and annotation skills to improve model quality, work with collaborative international teams, and tackle culturally nuanced evaluation challenges.

I am an AI Trainer and Data Analyst with over two years of hands-on experience in annotation, model evaluation, and quality assurance for complex, subjective domains.

As a native Egyptian Arabic speaker, I bring deep regional linguistic and cultural insight to ground-truth creation, LLM output validation, and nuanced error identification across audio and text content.

I have delivered high-quality annotations under tight deadlines, evaluated model outputs for accuracy, relevance, tone, and cultural appropriateness, and communicated findings and recommendations clearly to international stakeholders.

My technical toolkit includes Python, SQL, R, and familiarity with machine learning workflows; I combine critical thinking, research skills, and strong written communication to improve dataset quality and model behavior.

Experience

Work history, roles, and key accomplishments

OU
Current

AI Trainer / Annotator

Outlier

Oct 2024 - Present (1 year 2 months)

Evaluate LLM-generated responses for accuracy, relevance, tone, and cultural appropriateness across Arabic and English; create and validate ground truth annotations and document nuanced failures to improve model quality under tight deadlines.

Upwork logoUP

Data Analyst / ML Engineer

Nov 2022 - Nov 2024 (2 years)

Analyzed structured and unstructured datasets (text and audio metadata), evaluated model outputs for quality and usability, and communicated data-driven recommendations to international clients to ensure high annotation accuracy and consistency.

Education

Degrees, certifications, and relevant coursework

IM

Information Technology Institute (ITI), Mansoura

Professional Internship, AI & Machine Learning

2021 - 2022

Completed a 9-month professional internship program in AI and Machine Learning focusing on practical projects and applied techniques.

Udacity (Egypt FWD) logoUF

Udacity (Egypt FWD)

Nanodegree, Data Analysis

2021 - 2021

Completed the Advanced Data Analysis Nanodegree covering data processing, analysis techniques, and project-based applications.

HU

Helwan University

Bachelor of Science, Engineering

2015 - 2020

Grade: Excellent

Bachelor of Science in Engineering with a minor in Biomedical Engineering; graduated with Excellent grade.

Tech stack

Software and tools used professionally

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hayaa Mohammad - AI Trainer / Annotator - Outlier | Himalayas