Key Skills

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AWS SageMaker

CloudFactory

Telus

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Computer Code Programming

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Action Recognition

Audio Recording

Computer Programming Coding

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Transcription

Freelancer Overview

I have hands-on experience working with AI-integrated systems, particularly in projects involving LLM-based applications and backend workflows. My work has included evaluating model-generated outputs for correctness, clarity, and contextual alignment, as well as refining prompts to improve response quality and consistency. I have experience designing structured schemas and validation logic, which translates well into creating precise, binary rubrics and ensuring training data meets strict quality standards. Through iterative testing and analysis, I’ve contributed to improving model behavior by identifying edge cases, ambiguity, and inconsistencies in outputs. In addition to technical implementation, I bring strong analytical and documentation skills developed through system architecture design, API integrations, and cross-functional collaboration. My background enables me to think both like an engineer and an evaluator—ensuring data is logically sound, verifiable, and aligned with project objectives. I am comfortable working with structured evaluation frameworks, maintaining high annotation accuracy, and meeting accelerated project timelines while preserving quality.

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Work History