Ruth N.

Key Skills

Software

Appen

Clickworker

Top Subject Matter

AI training datasets

AI-related content labeling and evaluation

Top Data Types

Image

Text

Video

Top Task Types

Object Detection

Freelancer Overview

Freelance Data Labeling & AI Specialist (Remote). Core strengths include N and A. Education includes High School Graduate, N/A. AI-training focus includes data types such as Image and Text and labeling workflows including Object Detection, Evaluation, and Rating.

Labeling Experience

Freelance Data Labeling & AI Specialist (Remote)

ImageObject Detection

Performed image annotation tasks for AI training projects, including object detection-related labeling and structured dataset creation. Ensured labeled outputs met quality and consistency standards across high-volume workloads. Supported machine learning model improvement by providing accurate, well-organized annotations for downstream training and evaluation. • Image/object annotation for AI training datasets • Quality control to maintain data consistency and accuracy • Handling large volumes under strict deadlines • Remote collaboration with global teams

2023 - Present

Freelance Remote Worker & Online Contributor (AI-related tasks)

Text

Provided AI training support through content evaluation and moderation-related labeling work in freelance projects. Conducted text tagging and categorization tasks to support sentiment analysis and text classification workflows. Applied quality assurance practices to ensure labeled data was reliable and suitable for machine learning use. • Text tagging and categorization for classification tasks • Content moderation/evaluation labeling support • Sentiment analysis and text classification preparation • QA-focused checking for consistent labeling

2022 - Present

Education

Work History