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Samuel L.

Samuel L.

AI Data Operations Specialist (Contract/Freelance)

USA flagLos Angeles, Usa

Key Skills

Software

RemotasksRemotasks
AppenAppen

Top Subject Matter

NLP and LLM evaluation/annotation for machine learning training datasets
Legal Services & Contract Review
Regulatory Compliance & Risk Analysis

Top Data Types

TextText
DocumentDocument

Top Task Types

Entity (NER) ClassificationEntity (NER) Classification

Freelancer Overview

AI Data Operations Specialist (Contract/Freelance). Core strengths include Remotasks, Appen, and Outlier. Education includes Bachelor of Science, University of California, Los Angeles (UCLA) (2020). AI-training focus includes data types such as Text and labeling workflows including Entity (NER) Classification.

Labeling Experience

Remotasks

AI Data Operations Specialist (Contract/Freelance)

RemotasksRemotasksTextTextEntity (NER) ClassificationEntity (NER) Classification

Provided large-scale text data annotation and labeling for NLP and machine learning workflows across multiple AI platforms, ensuring outputs met task instructions and guideline requirements. Evaluated and ranked LLM-generated responses for relevance, accuracy, safety, and adherence to instructions to support human-in-the-loop training. Performed dataset quality assurance reviews to maintain consistency, handle edge cases, and ensure labeled datasets were usable for supervised and reinforcement learning pipelines. • Annotated intent, sentiment, and named entities from conversational and document-style text inputs • Conducted structured dataset QA/QC including consistency checks across annotation guideline layers • Ranked response quality for accuracy, safety, relevance, and compliance with instructions • Applied confidentiality practices for sensitive or restricted datasets in compliance-driven environments

2018 - Present

Education

U

University of Washington

Bachelor of Science, Computer Science

Bachelor of Science
2018 - 2022
U

University of California, Los Angeles (UCLA)

Bachelor of Science, Healthcare Administration

Bachelor of Science
2016 - 2020

Work History

P

Plaid

Software Engineer

San Francisco
2022 - 2022
A

Amazon

Software Engineer Intern

Denver
2021 - 2021