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Heba A.

Heba A.

data annotator and evaluator

Egypt flagCairo, Egypt

Key Skills

Software

RemotasksRemotasks
Other

Top Subject Matter

E-commerce- product categorization and customer support
psychology- self help and life coaching

Top Data Types

ImageImage
VideoVideo
AudioAudio

Top Task Types

Bounding BoxBounding Box
SegmentationSegmentation
ClassificationClassification
Object DetectionObject Detection
Text GenerationText Generation
Question AnsweringQuestion Answering
Evaluation/RatingEvaluation/Rating
Text SummarizationText Summarization

Freelancer Overview

Since 2022, I have developed a comprehensive background in the AI training lifecycle, beginning with high-precision data labeling at Remotasks. My early experience focused on computer vision, where I performed detailed object labeling for both static imagery and frame-by-frame video sequences. This foundational role evolved into a Quality Assurance (QA) position, where I was responsible for auditing peer work, ensuring dataset integrity, and maintaining the rigorous standards required for high-performing machine learning models. My expertise further expanded into linguistic and multimodal domains through work with Agents Only and Outlier. I have contributed to the development of Natural Language Processing (NLP) by producing long-form vocal data in both English and Egyptian Arabic, specifically designed to train models in dialectal nuances. Currently, as a Generalist at Outlier, I evaluate complex model outputs across text-to-text, text-to-image, and text-to-video modalities. This diverse experience—spanning computer vision, audio linguistics, and cross-model evaluation—allows me to provide the high-level critical feedback necessary for refining sophisticated, multi-modal generative AI.

Labeling Experience

generalist

TextTextEvaluation/RatingEvaluation/Rating

Aether is built for contributors who like quick, simple tasks. I look at a picture and describe it, Spot differences between two things, Follow straight-forward instructions. and evaluate AI outcome and responses

2026 - Present

podcast

AudioAudioTranscriptionTranscription

I was providing a recording of my voice in a podcast like episodes for the sake of AI training, to teach AI the English dialect and the Egyptian Arabic dialect

2025 - 2025

data annotator

VideoVideoObject DetectionObject Detection

I was labeling moving cars on a highway videos frame by frame after a couple of months I became a quality assurance agent where I evaluate other agents work

2022 - 2023

data annotator

ImageImageObject DetectionObject Detection

were labeling objects and by dragging a line on the edge of the objects precisely after a while I became a quality assurance agent when I was actually rating other agents work

2022 - 2023

Education

A

Ain Shams University

Diploma, Psychology

Diploma
Not specified
A

Ain Shams University

Bachelor of Arts, Sociology

Bachelor of Arts
Not specified

Work History

R

RevHires

Appointment Setter

Cairo
2025 - Present
L

Leads Factory

Acquisition Manager

Cairo
2024 - 2025