Zaira Batool

Key Skills

Software

Label Studio

Top Subject Matter

Linguistics Domain Expertise

Legal Services & Contract Review

Bilingual Urdu/English

Top Data Types

Text

Image

Document

Top Task Types

Object Detection

Freelancer Overview

I am a bilingual AI Data Trainer and Legal Subject Matter Expert with a background in Law (LLB). I specialize in high-precision linguistic annotation, RLHF-style feedback, and semantic evaluation for both Urdu and English datasets. My legal training allows me to excel at complex tasks requiring logical analysis, contract review, and the detection of subtle linguistic ambiguities that standard annotators might miss. I have hands-on experience using industry-standard tools like Label Studio for image annotation and object tagging, alongside deep experience in text-based data labeling and quality assurance. I have successfully contributed to bilingual Urdu/English projects, maintaining a high commitment to accuracy and cultural nuance. My goal is to leverage my analytical law background to improve the reliability and reasoning capabilities of cutting-edge machine learning models.

Labeling Experience

Freelance AI Data Contributor

Label StudioImageObject Detection

Performed image annotation and object tagging for computer vision datasets using Label Studio. Focused on enhancing dataset quality by accurately tagging and labeling visual data. Followed precise protocols to ensure consistency and reliability of annotated outputs. • Used bounding box and object detection methods for image labeling. • Ensured high-quality standards in visual data annotation projects. • Handled both bilingual and culturally nuanced image content. • Supported development of AI models by providing accurate training data.

Performed image annotation and object tagging for computer vision datasets using Label Studio. Focused on enhancing dataset quality by accurately tagging and labeling visual data. Followed precise protocols to ensure consistency and reliability of annotated outputs. • Used bounding box and object detection methods for image labeling. • Ensured high-quality standards in visual data annotation projects. • Handled both bilingual and culturally nuanced image content. • Supported development of AI models by providing accurate training data.

2024 - Present

Freelance AI Data Contributor

Label StudioText

Performed linguistic assessment and semantic evaluation tasks focusing on Urdu and English text for AI training platforms. Utilized legal and logical reasoning to categorize complex language datasets for improved quality and accuracy. Provided RLHF-style feedback by evaluating model outputs for precision, tone, and cultural appropriateness. • Conducted bilingual content review and correction for grammatical/contextual errors. • Applied structured legal analysis to enhance annotation consistency. • Collaborated with AI platforms in a freelance capacity using remote tools. • Focused on fairness and culturally grounded evaluation of machine learning models.

Performed linguistic assessment and semantic evaluation tasks focusing on Urdu and English text for AI training platforms. Utilized legal and logical reasoning to categorize complex language datasets for improved quality and accuracy. Provided RLHF-style feedback by evaluating model outputs for precision, tone, and cultural appropriateness. • Conducted bilingual content review and correction for grammatical/contextual errors. • Applied structured legal analysis to enhance annotation consistency. • Collaborated with AI platforms in a freelance capacity using remote tools. • Focused on fairness and culturally grounded evaluation of machine learning models.

2024 - Present

Education

Work History