Anton G.

Key Skills

Software

Label Studio

Top Subject Matter

Adult / NSFW conversational content (policy-compliant moderation and dataset labeling).

Adult / NSFW image content moderation and metadata tagging.

Digital asset organization

Top Data Types

Text

Image

Document

Top Task Types

RLHF

Classification

Entity (NER) Classification

Freelancer Overview

AI Data Annotation & Content Operations Specialist (Self-employed/Contract). Brings 5+ years of professional experience across legal operations, contract review, compliance, and structured analysis. Core strengths include Label Studio and Google Sheets. AI-training focus includes data types such as Text, Image, and Document and labeling workflows including RLHF, Classification, and Prompt-Response Writing.

Labeling Experience

AI Content Operations Specialist (Contract) - Self-employed

Label StudioTextClassificationRLHF

Provided conversational AI data and content operations support for adult content platforms, focusing on evaluation and guideline-driven dataset preparation. Reviewed and labeled large-scale conversation and multimedia datasets to ensure quality, consistency, contextual relevance, and policy compliance. Adapted example conversations and QA processes to improve model training data reliability and reduce low-quality or repetitive outputs. • Trained and refined dataset examples to improve performance • Evaluated AI-generated responses against quality and policy guidelines • Annotated adult images, videos, and text per project standards • Conducted dataset quality assurance prior to deployment

2022 - Present

AI Data Annotation & Content Operations Specialist — Image Annotation (Self-employed/Contract)

Label StudioImageClassification

Annotated adult images and applied content classification and metadata tagging according to detailed project guidelines. Conducted dataset quality assurance to verify label consistency and accuracy before publishing the labeled data for model use. Maintained high attention to detail across large volumes of sensitive content while following policy compliance requirements. • Labeled images for adult/NSFW categories. • Tagged metadata to support dataset organization. • Performed QA checks for consistency and compliance. • Managed labeling records in spreadsheets.

2022 - Present

AI Data Annotation & Content Operations Specialist (Self-employed/Contract)

Label StudioTextRLHF

Performed RLHF-style dataset preparation by reviewing and labeling conversation datasets used to train adult conversational AI systems. Evaluated AI-generated responses for quality, consistency, contextual relevance, and policy compliance, and flagged inaccurate or low-quality outputs. Created and refined example conversations to improve model behavior and ensured dataset readiness via quality assurance before deployment. • Labeled and categorized conversation data for training. • Rated responses against guideline-based criteria. • Identified repetitive, inaccurate, or low-quality model outputs. • Adapted labeling to updated project standards.

2022 - Present

Digital Content Operations Specialist (Self-employed)

DocumentClassification

Performed content quality control and categorization for large digital content libraries using structured spreadsheets and internal workflows. Organized metadata and content taxonomy to enable consistent classification and retrieval. Maintained documentation for quality and operational processes that supported dataset-level organization. • Categorized and structured digital assets. • Organized metadata and taxonomy labels. • Conducted content quality control checks. • Worked with structured datasets and spreadsheets.

2022 - 2024

Education

Work History