Muhammad A.

Key Skills

Software

Toloka

Top Subject Matter

AI video quality evaluation and content review

Top Data Types

Video

Top Task Types

Entity (NER) Classification

Freelancer Overview

AI Video Evaluator & Content Reviewer (Toloka Remote). Brings 1+ years of professional experience across complex professional workflows, research, and quality-focused execution. Core strengths include Toloka. Education includes Bachelor of Engineering, Nile University of Abuja (2029). AI-training focus includes data types such as Video and labeling workflows including Evaluation, Rating, and Named Entity Recognition.

Labeling Experience

AI Video Evaluator & Content Reviewer (Toloka Remote)

TolokaVideoEntity (NER) Classification

Evaluated AI-generated and digitally produced video assets for visual quality and consistency. Reported detected issues such as warping, clipping, and object inconsistencies. Logged evaluation results for downstream review and quality control.• Reviewed 50+ video assets during the engagement.• Assessed frames/scenes for visual defects including warping and clipping.• Identified object inconsistencies across video segments.• Maintained structured evaluation logs and edge-case reports.

2026 - 2026

Education

Work History