Paul King

Key Skills

Software

Label Studio

AWS SageMaker

Scale AI

Top Subject Matter

AI Alignment

Multimodal Retrieval

Video and Image Generation

Top Data Types

Text

Audio

Image

Document

Top Task Types

RLHF

Classification

Entity Ner Classification

Bounding Box

Text Generation

Red Teaming

Fine Tuning

Data Collection

Freelancer Overview

AI Training Specialist (RLHF). Brings 5+ years of professional experience across complex professional workflows, research, and quality-focused execution. Core strengths include Label Studio and AWS SageMaker. Education includes Bachelor of Technology, Federal University of Technology, Akure. AI-training focus includes data types such as Text and Audio and labeling workflows including RLHF and Classification.

Labeling Experience

AI Training Specialist (RLHF)

Label StudioTextRLHF

As an AI Training Specialist (RLHF) at Outlier, I evaluated LLM response quality and improved reasoning chains. I performed complex multimodal annotation, validating relationships and creating precise instruction tuning datasets. My work included benchmarking and refining artistic style transfer in model outputs. • Conducted RLHF evaluations and response selection on large language models • Labeled video–entity relationships to enhance RAG accuracy • Authored high-quality instruction tuning data for video and style reference pairs • Benchmarked image and video outputs using defined quality metrics

As an AI Training Specialist (RLHF) at Outlier, I evaluated LLM response quality and improved reasoning chains. I performed complex multimodal annotation, validating relationships and creating precise instruction tuning datasets. My work included benchmarking and refining artistic style transfer in model outputs. • Conducted RLHF evaluations and response selection on large language models • Labeled video–entity relationships to enhance RAG accuracy • Authored high-quality instruction tuning data for video and style reference pairs • Benchmarked image and video outputs using defined quality metrics

2025 - Present

Data Quality & AI Annotator

Aws SagemakerAudioClassification

As a Data Quality & AI Annotator at BreatheOx, I led data cleaning and annotation for multimodal clinical datasets. I designed quality assurance checks and ensured regulatory compliance to improve model training. My work ensured robust, GDPR-compliant workflow for sensitive healthcare data. • Processed and annotated speech/text data for AI-driven clinical models • Implemented QA frameworks to catch annotation inconsistencies • Managed secure cloud environments for data labeling • Used Python and AWS S3 for end-to-end data pipeline management

As a Data Quality & AI Annotator at BreatheOx, I led data cleaning and annotation for multimodal clinical datasets. I designed quality assurance checks and ensured regulatory compliance to improve model training. My work ensured robust, GDPR-compliant workflow for sensitive healthcare data. • Processed and annotated speech/text data for AI-driven clinical models • Implemented QA frameworks to catch annotation inconsistencies • Managed secure cloud environments for data labeling • Used Python and AWS S3 for end-to-end data pipeline management

2023 - 2025

Education

Work History