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Peter Abok

@peterabok

AI Training Specialist with 3+ years optimizing annotation pipelines and boosting model performance.

Australia
Message

What I'm looking for

I seek roles focused on high-quality dataset creation and QA within collaborative teams, where I can optimize pipelines, mentor others, and scale model performance.

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

OU

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

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Tech stack

Software and tools used professionally

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