Key Skills

Software

Other

Scale AI

Google Cloud Vertex AI

Top Subject Matter

No subject matter listed

Top Data Types

Image

Text

Computer Code Programming

Top Task Types

Text Generation

Text Summarization

Question Answering

Data Collection

Prompt + Response Writing (SFT)

Freelancer Overview

I have experience with AI training and data labelling because I worked with Outlier to make the outputs of large language models better by evaluating, annotating, and improving training data. My job was to check AI-generated answers for accuracy, coherence, and alignment with user intent, as well as give structured feedback to help the model work better. I did a lot of different things, like evaluating prompts, ranking responses, finding errors, and rewriting outputs to make sure they met quality and safety standards. This needed a lot of focus on the details, the ability to think critically, and the ability to consistently understand complex rules. Along with execution, I came up with a methodical way to make sure of quality by making sure that annotations were consistent and outputs matched expected behaviours. My background as a principal frontend engineer further strengthens my contribution, as I bring a deep understanding of how AI systems integrate into real-world applications, particularly in user-facing products. This allows me to evaluate outputs not just for correctness but for usability, clarity, and practical relevance. I am comfortable working with evolving guidelines, handling ambiguity, and maintaining high throughput without compromising quality, making me well-suited for scalable AI training and data curation efforts.

Labeling Experience

Education

Work History