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Heba Amr

Heba Amr

data annotator and evaluator

Egypt flagCairo, Egypt
$9.00/hrExpertRemotasksOther

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 Box
Segmentation
Classification
Object Detection
Text Generation
Question Answering
Evaluation Rating
Text 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.

ExpertArabicEnglish

Labeling Experience

generalist

TextEvaluation 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

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

AudioTranscription
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

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

VideoObject 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

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

ImageObject 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

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