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Mounir Ayad

Mounir Ayad

AI training support via text review in FR, EN & AR, with quality focus.

Morocco flagCasablanca, Morocco
$25.00/hrIntermediateAppenLionbridgeRemotasks

Key Skills

Software

AppenAppen
LionbridgeLionbridge
RemotasksRemotasks
Scale AIScale AI
Other

Top Subject Matter

No subject matter listed

Top Data Types

AudioAudio
TextText

Top Task Types

Action Recognition
Audio Recording
Segmentation
Text Generation
Translation Localization

Freelancer Overview

Assisting in training AI models by providing high-quality linguistic data in French, English and Arabic. Reviewing and annotating AI-generated text to enhance language processing accuracy. Ensuring consistency and correctness ofAI language outputs through detailed analysis and feedback.

IntermediateArabicFrenchEnglish

Labeling Experience

Multilingual Text Annotation & Evaluation for AI Language Models

OtherTextText GenerationTranslation Localization
I have worked on various AI training projects involving text annotation, translation, and quality review in French, English, and Arabic. Some examples include: Intent Classification & Sentiment Analysis: Annotated and reviewed chatbot and customer service interactions to improve intent detection and emotional tone recognition. Named Entity Recognition (NER): Labeled entities such as names, locations, brands, and dates in multilingual datasets. Machine Translation Post-Editing: Reviewed and corrected AI-generated translations to ensure accuracy and fluency in English, French, and Arabic. Text Similarity & Evaluation: Assessed semantic similarity between sentence pairs and rated AI-generated outputs for relevance and naturalness. I am comfortable working with annotation tools and maintaining high-quality standards in remote and deadline-driven environments.

I have worked on various AI training projects involving text annotation, translation, and quality review in French, English, and Arabic. Some examples include: Intent Classification & Sentiment Analysis: Annotated and reviewed chatbot and customer service interactions to improve intent detection and emotional tone recognition. Named Entity Recognition (NER): Labeled entities such as names, locations, brands, and dates in multilingual datasets. Machine Translation Post-Editing: Reviewed and corrected AI-generated translations to ensure accuracy and fluency in English, French, and Arabic. Text Similarity & Evaluation: Assessed semantic similarity between sentence pairs and rated AI-generated outputs for relevance and naturalness. I am comfortable working with annotation tools and maintaining high-quality standards in remote and deadline-driven environments.

2023 - 2024

Education

I

IFIAM

DTS in International Trade, International Trade

DTS in International Trade
2000 - 2002
H

High School At Alkhawarizmi

Technical Baccalaureate, Technical Studies

Technical Baccalaureate
1997 - 1998

Work History

O

Outlir

AI Learning Contributor

Remote
2023 - 2024
G

Groupon

Customer Success Manager

Warsaw
2016 - 2023