Key Skills

Software

AWS SageMaker

Argilla

Appen

Axiom AI

Anno-Mage

Clickworker

CrowdSource

Top Subject Matter

Finance – Risk Analysis & Fraud Detection

E-commerce – Product Categorization & Customer Support ⭐

Top Data Types

Image

Text

Computer Code Programming

Top Task Types

Computer Programming Coding

Prompt Response Writing SFT

Function Calling

Evaluation Rating

Text Summarization

Question Answering

Data Collection

Freelancer Overview

My experience in AI training data is built on a foundation of high-density RLHF (Reinforcement Learning from Human Feedback) and Supervised Fine-Tuning (SFT). I specialize in the "Goldilocks" zone of data labeling—where the goal isn't just to categorize, but to refine complex reasoning, creative nuance, and factual precision. I have extensive experience in multi-turn dialogue evaluation, where I rank and rewrite model outputs to improve tone consistency, logical flow, and safety compliance. By focusing on high-signal data rather than high-volume noise, I help bridge the gap between raw model capabilities and helpful, human-aligned interactions. What sets me apart is a rigorous approach to "Red Teaming" and hallucination detection. I don’t just identify when a model is wrong; I can pinpoint the specific logical failure or data bias that led to the error. My skillset includes complex prompt engineering to stress-test model boundaries and the ability to synthesize technical information into clear, accessible prose. Whether it is auditing code snippets for efficiency or fine-tuning the empathetic resonance of a persona, I provide the granular feedback necessary to evolve a model from a simple predictive engine into a truly sophisticated collaborator.

Labeling Experience

Education

Work History