Looking for a job

Nathan Emmanuel

@nathanemmanuel

Message

I review AI video data quality and build computer vision and machine learning systems.

India

Message

What I'm looking for

I'm looking for opportunities to improve AI data quality or build machine learning and computer vision systems using Python and practical evaluation workflows.

At ScaleAI (Remotasks), I review egocentric video annotations, captions, clip boundaries, exports, and sub-goal timelines against detailed project requirements. I identify missed information, inconsistencies, and guideline violations to maintain annotation quality.

I've also built real-time hand gesture recognition, fracture detection, and restaurant recommendation systems using Python, TensorFlow, OpenCV, MediaPipe, and Scikit-learn, achieving up to 95% classification accuracy.

Experience

Work history, roles, and key accomplishments

Current

AI Data Quality Reviewer

Current

ScaleAI (Remotasks)

Jul 2026 - Present (2 months)

Review and quality-check egocentric video annotations, captions, and clip boundaries against project guidelines. Identify errors, inconsistencies, and guideline violations while maintaining high accuracy.

Egocentric Video Annotation Caption Reviewing And Editing Annotation Quality Assurance Guideline Based Evaluation Sub Goal Timeline Validation

AI/ML Intern

NullClass

Sep 2025 - Mar 2026 (6 months)

Designed a real-time hand gesture recognition system using MediaPipe landmarks and a custom CNN classifier. Built a preprocessing and inference pipeline achieving ~25 FPS on CPU and 95% classification accuracy.

Python Mediapipe TensorFlow OpenCV CNN Computer Vision Machine Learning