Key Skills

Software

Label Studio

Top Subject Matter

Computer Science

Artificial Intelligence / Machine Learnin

Education

Top Data Types

Computer Code Programming

Text

Top Task Types

RLHF

Computer Programming/Coding

Text Summarization

Freelancer Overview

As a Senior Software Engineer with over 20 years of experience and a Technical Educator, my approach to AI Training is rooted in deep technical expertise and academic rigor. My postgraduate degree in Data Science and Artificial Intelligence formalized my focus on evaluating, fine-tuning, and testing AI models. I specialize in Code Generation Evaluation, logic debugging, and crafting complex, edge-case scenarios to test model boundaries across multiple tech stacks (PHP, JavaScript, Node.js, SQL). What sets me apart is my dual background: I don’t just write code; I teach it. As a technical instructor, my daily routine involves reviewing logic, identifying architectural flaws, and providing highly structured, constructive feedback. I apply this exact pedagogical framework—similar to RLHF (Reinforcement Learning from Human Feedback)—to train Large Language Models, ensuring they produce secure, optimized, and production-ready code rather than just syntactically correct outputs.

Labeling Experience

Education

Work History