Fred Barris

Key Skills

Software

CloudFactory

CVAT

Data Annotation Tech

Hasty

HiveMind

Labelbox

LabelImg

Mighty AI

Mindrift

Prodigy

Sama

Top Subject Matter

No subject matter listed

Top Data Types

3D Sensor

Image

Video

Top Task Types

No task types listed

Freelancer Overview

I have over six years of experience in data labeling and AI training data, working on large-scale machine learning projects across computer vision and natural language processing at Cloud Factory and Sama. My work has included image annotation (bounding boxes, segmentation, classification), text labeling, and audio tagging using industry-standard tools like CVAT, Labelbox, and SuperAnnotate. I’ve collaborated with global teams to deliver high-quality datasets for clients in e-commerce, agriculture, healthcare, and autonomous systems. What sets me apart is my strong attention to detail, speed-to-accuracy balance, and ability to meet deadlines in high-volume environments. I have also served as a Quality Analyst at Sama, ensuring compliance with annotation guidelines and improving team performance through training and feedback. My technical familiarity with data tools, combined with a background in web research and engineering, allows me to approach AI training data with both precision and problem-solving insight.

Labeling Experience

Annotator

HastyImageBounding Box

Training the OD Assistant

Training the OD Assistant

2024 - 2024

Education

Work History