PN

PETER NGANGA KAMAU

Available to hire

I’m Peter Nganga Kamau, a biomechanics-focused professional who blends precise human movement description with AI data skills.

About

I’m Peter Nganga Kamau, a biomechanics-focused professional who blends precise human movement description with AI data skills. I specialize in analyzing motion capture and translating complex 3D skeletal movement into clear, consistent present-tense annotations—especially describing how someone moves in space, including direction, distance, and speed.

I also work as a human quality layer for AI training pipelines: reviewing AI-generated drafts, catching subtle inaccuracies, and ensuring strict formatting and house-style requirements are followed. With experience from operating Vicon motion capture systems and building granular gait/trajectory annotation practices, I’m comfortable working independently in remote settings while maintaining high approval rates and careful attention to data quality.

  • 4 years' experience
  • Joined October 2026

Industry experience

  • Education
  • Professional Services
  • Software & Internet

Work experience

Freelance Data Annotation SpecialistJan 2024 – Present · 2 yrs 11 mos

Reviewed and refined AI-generated text and image classifications for a high-volume machine learning training pipeline. Applied annotation rubrics and contextual guidelines across thousands of tasks, achieving consistent high approval rates. Identified recurring biases in motion/spatial descriptions and provided corrective feedback to improve prompts and model behavior. Flagged ambiguous, corrupted, or low-quality data points for escalation, reducing downstream rework, while maintaining steady daily output and style consistency.

Research Assistant – Biomechanics & Motor Control Lab · Texas University, Austin, TXAug 2022 – Dec 2023 · 1 yr 5 mos

Operated Vicon motion capture systems to collect high-frequency kinematic data (up to 240 Hz) for gait, jump, and reach tasks. Produced step-by-step present-tense movement descriptions for research datasets, including trajectories, joint rotations, and relative segment distances from 3D skeletal outputs. Determined exact direction, travel distance, and magnitude of subject movement for accurate spatial documentation. Collaborated with a small team to calibrate equipment, define marker sets, validate capture accuracy, and document protocols and observations in detailed lab reports.

Education

Master of Science in Kinesiology (Biomechanics & Motor Control) · Texas State University, San Marcos, TX2023 – 2024
Bachelor of Science in Computer Science · University of Texas at Dallas, Richardson, TX2017 – 2021

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