Peter Abok
@peterabok
AI Training Specialist with 3+ years optimizing annotation pipelines and boosting model performance.
What I'm looking for
I am a versatile, detail-oriented AI Training Specialist with over three years delivering high-accuracy annotation across CV, NLP, and generative AI domains.
I specialize in video, audio and text processing including segmentation, motion tracking, linguistic labeling and prompt engineering, and have achieved 99.5% accuracy across 50,000+ data points.
My work has boosted model performance 15–30%, cut project timelines by 30% through tool optimization, and improved captioning/model accuracy via meticulous labeling and QA protocols.
I collaborate closely with engineering and design teams, mentor junior annotators, and implement standardized evaluation protocols and A/B testing methods to produce scalable, high-fidelity training data.
Experience
Work history, roles, and key accomplishments
Data Annotation Specialist
Home Project
Oct 2024 - Present (11 months)
Developed and implemented structured evaluation protocols for video motion-text alignment and realism, documenting defects and severity to enable developer triage and improve model quality.
Video Data Labeler
Micro1
Mar 2024 - Oct 2024 (7 months)
Annotated and transcribed 100+ hours of video with 98% accuracy, improving captioning model accuracy by 15% and reducing turnaround time by 30% through tool optimization.
Data Annotation Specialist
Outlier
Jan 2022 - Mar 2024 (2 years 2 months)
Executed image/video/text annotation with 99.5% accuracy, developed QA processes that reduced error rates 20%, and led annotation of a 10,000-image dataset for autonomous perception models.
Education
Degrees, certifications, and relevant coursework
Peter hasn't added their education
Don't worry, there are 90k+ talented remote workers on Himalayas
Tech stack
Software and tools used professionally
Availability
Location
Authorized to work in
Job categories
Skills
Interested in hiring Peter?
You can contact Peter and 90k+ other talented remote workers on Himalayas.
Message PeterFind your dream job
Sign up now and join over 100,000 remote workers who receive personalized job alerts, curated job matches, and more for free!
