Ian K.

Key Skills

Software

Don't disclose

Top Subject Matter

AI model training and evaluation (NLP)

AI operations

data labeling

Top Data Types

Text

Image

Document

Top Task Types

Prompt + Response Writing (SFT)

RLHF

Freelancer Overview

Artificial Intelligence Consultant | Self-Employed. Brings 6+ years of professional experience across complex professional workflows, research, and quality-focused execution. Core strengths include Don't disclose, Internal, and Proprietary Tooling. Education includes Doctor of Philosophy, University of California, Merced and Medical Laboratory Science Program, Baylor Scott & White Medical Center – Temple. AI-training focus includes data types such as Text and labeling workflows including Prompt + Response Writing (SFT) and RLHF.

Labeling Experience

AI Operations & Data Specialist | Various Initiatives

TextRLHF

Executed complex data labeling and RLHF-oriented tasks to support AI development platforms. Coordinated digital training sessions across regional centers to align labeling and evaluation practices. Facilitated digital workflow transitions for community-based programs supporting AI data operations. • Carried out data labeling for AI development platforms. • Performed RLHF data preparation and associated annotation. • Coordinated digital training across regional centers. • Managed workflow transitions for program teams.

2021 - 2022

Artificial Intelligence Consultant | Self-Employed

Don't discloseTextPrompt + Response Writing (SFT)

Optimized AI model performance using text annotation and linguistic labeling to improve downstream understanding. Developed high-context prompts to increase semantic relevance in generated outputs. Evaluated Chain of Thought (CoT) models to improve reasoning accuracy and reliability. • Performed text annotation and linguistic labeling for training data. • Wrote prompts focused on semantic relevance. • Tested CoT behavior to assess reasoning improvements. • Iterated on labeled examples to enhance model outputs.

2020 - 2022

Education

Work History