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Sam Le

Sam Le

Trilingual Linguistic QA Specialist for Mandarin, Cantonese & English AI

United Kingdom flaglondon, United Kingdom
$20.00/hrEntry LevelAppenCVATLabelbox

Key Skills

Software

AppenAppen
CVATCVAT
LabelboxLabelbox
Label StudioLabel Studio
RemotasksRemotasks
Scale AIScale AI
Google Cloud Vertex AIGoogle Cloud Vertex AI

Top Subject Matter

No subject matter listed

Top Data Types

ImageImage
TextText
VideoVideo

Top Task Types

Bounding Box
Classification
Text Summarization

Freelancer Overview

I am an AI data labeling contributor with a strong focus on Natural Language Processing (NLP) and image annotation. My core strengths lie in text classification, summarization, and prompt-response writing for English-language tasks, as well as image-based annotation using bounding boxes and object detection. I bring excellent attention to detail, consistency, and an interest in contributing to high-quality model training. I am especially enthusiastic about projects in retail, e-commerce, autonomous driving, and LLM evaluation. Always eager to learn, I adapt quickly to new tools and labeling techniques and thrive in fast-paced, feedback-rich environments.

Entry LevelHakkaEnglishCantoneseChinese MandarinWu Including Shanghainese

Labeling Experience

Label Studio

AI Data Labeler – NLP & Visual Annotation Specialist

Label StudioTextClassificationText Summarization
I specialize in labeling and evaluating both text and visual data to support AI model training. My focus includes English-language natural language processing (NLP) tasks such as prompt-response writing, sentiment analysis, and summarization, alongside image annotation projects involving bounding boxes and object detection. I’m familiar with tools like Label Studio, Labelbox, and Remotasks, and I bring a strong eye for detail, a quick learning curve, and a passion for improving model accuracy. I’m especially interested in projects involving e-commerce, LLM development, and autonomous systems.

I specialize in labeling and evaluating both text and visual data to support AI model training. My focus includes English-language natural language processing (NLP) tasks such as prompt-response writing, sentiment analysis, and summarization, alongside image annotation projects involving bounding boxes and object detection. I’m familiar with tools like Label Studio, Labelbox, and Remotasks, and I bring a strong eye for detail, a quick learning curve, and a passion for improving model accuracy. I’m especially interested in projects involving e-commerce, LLM development, and autonomous systems.

2024 - 2024
Google Cloud Vertex AI

Short-Term Audio Event Labeling for Sound Classification

Google Cloud Vertex AIAudioText GenerationPrompt Response Writing SFT
Annotated short audio clips with precise time-stamped labels for specific sound events such as speech, background noise, sirens, and animal sounds. Ensured high labeling accuracy according to project guidelines for use in training machine learning models. The project included quality checks and revision cycles to meet client standards.

Annotated short audio clips with precise time-stamped labels for specific sound events such as speech, background noise, sirens, and animal sounds. Ensured high labeling accuracy according to project guidelines for use in training machine learning models. The project included quality checks and revision cycles to meet client standards.

2023 - 2024

Education

A

Architect UK-based

Bachelor's Degree, Business/Finance Equivalent

Bachelor's Degree
Not specified

Work History

N

N/A

Freelance Operations & Workflow Coordinator

London
2016 - Present
N

N/A

E-commerce Business Owner

London
2015 - Present