Key Skills

Software

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Top Subject Matter

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Top Data Types

Computer Code Programming

Image

Text

Top Label Types

Classification

Data Collection

Emotion Recognition

Fine Tuning

Mapping

Prompt Response Writing SFT

Text Generation

Text Summarization

Freelancer Overview

I have experience working on AI-focused projects involving structured data preparation, label validation, and model evaluation workflows. In my medical text classification project, I cleaned and standardized large text datasets, reviewed label consistency, handled class imbalance, and validated outputs across multiple transformer models (DeBERTa, DistilBERT, BioClinicalBERT). This required careful attention to annotation quality, reproducibility, and error analysis to ensure reliable training results. I also have experience evaluating AI-generated outputs for logical consistency, factual accuracy, and clarity, applying structured review guidelines to improve model performance. My strength lies in maintaining label integrity, identifying edge cases, and implementing systematic validation checks to support high-quality training data.

Labeling Experience

Education

Work History