Andrew Homan

Key Skills

Software

Labelbox

CVAT

Supervisely

Top Subject Matter

Computer Vision and Speech Recognition

Speech Recognition

Computer Vision

Top Data Types

Image

Audio

Top Task Types

Object Detection

Transcription

Freelancer Overview

AI Training Specialist. Core strengths include Labelbox, YOLO, and CVAT. Education includes Bachelor of Science, Chattahoochee Valley Community College (2021) and High School Diploma, N/A (2017). AI-training focus includes data types such as Image and Audio and labeling workflows including Object Detection and Transcription.

Labeling Experience

AI Data Annotation Specialist – Multi-Modal Dataset Labeling

VideoPoint Key Point

Worked on video annotation projects for AI and machine learning applications, focusing on accurate frame-by-frame labeling and object tracking. Annotated video datasets by identifying and labeling objects using bounding boxes and polygons, ensuring consistency across frames. Performed object tracking across sequences to support motion detection and behavioral analysis models. Labeled events and actions within videos, including human activities and object interactions, to improve model understanding of temporal patterns. Handled large volumes of video data, including hours of footage, while maintaining high precision and adherence to annotation guidelines. Conducted quality assurance checks to ensure accuracy, consistency, and completeness of labeled data. Collaborated with project teams to refine labeling instructions, improve workflow efficiency, and meet project deadlines. Demonstrated strong attention to detail in complex scenes involving multiple objects and dynamic movement.

Worked on video annotation projects for AI and machine learning applications, focusing on accurate frame-by-frame labeling and object tracking. Annotated video datasets by identifying and labeling objects using bounding boxes and polygons, ensuring consistency across frames. Performed object tracking across sequences to support motion detection and behavioral analysis models. Labeled events and actions within videos, including human activities and object interactions, to improve model understanding of temporal patterns. Handled large volumes of video data, including hours of footage, while maintaining high precision and adherence to annotation guidelines. Conducted quality assurance checks to ensure accuracy, consistency, and completeness of labeled data. Collaborated with project teams to refine labeling instructions, improve workflow efficiency, and meet project deadlines. Demonstrated strong attention to detail in complex scenes involving multiple objects and dynamic movement.

2024 - Present

AI Training Specialist

LabelboxImageObject Detection

I annotated images, videos, and audio data for machine learning applications as an AI Training Specialist. My tasks included performing object detection, segmentation, classification, and event labeling. I ensured data set accuracy through validation and quality assurance processes. • Used advanced annotation tools to create and refine labeled datasets • Collaborated with teams to improve annotation guidelines • Conducted video annotation including object tracking • Maintained high standards for data quality and accuracy

I annotated images, videos, and audio data for machine learning applications as an AI Training Specialist. My tasks included performing object detection, segmentation, classification, and event labeling. I ensured data set accuracy through validation and quality assurance processes. • Used advanced annotation tools to create and refine labeled datasets • Collaborated with teams to improve annotation guidelines • Conducted video annotation including object tracking • Maintained high standards for data quality and accuracy

2023 - Present

AI Data Annotation Specialist – Multi-Modal Dataset Labeling

ImageBounding Box

Worked on large-scale AI training datasets involving image, video, and audio annotation for machine learning models. Performed detailed image labeling using bounding boxes, polygons, and segmentation techniques to identify objects across diverse datasets. Conducted video annotation tasks including frame-by-frame labeling and object tracking to support motion detection models. Annotated audio datasets for speech recognition, including transcription, tagging, and classification of sound events. Ensured high-quality output by following strict annotation guidelines and performing regular quality checks and validation. Handled datasets consisting of thousands of images, hours of video footage, and extensive audio files, maintaining accuracy and consistency across all labeling tasks. Collaborated with team members and project managers to improve annotation workflows and efficiency.

Worked on large-scale AI training datasets involving image, video, and audio annotation for machine learning models. Performed detailed image labeling using bounding boxes, polygons, and segmentation techniques to identify objects across diverse datasets. Conducted video annotation tasks including frame-by-frame labeling and object tracking to support motion detection models. Annotated audio datasets for speech recognition, including transcription, tagging, and classification of sound events. Ensured high-quality output by following strict annotation guidelines and performing regular quality checks and validation. Handled datasets consisting of thousands of images, hours of video footage, and extensive audio files, maintaining accuracy and consistency across all labeling tasks. Collaborated with team members and project managers to improve annotation workflows and efficiency.

2022 - 2024

Data Annotation Specialist

LabelboxAudioTranscription

As a Data Annotation Specialist, I labeled large datasets for computer vision and speech recognition projects. I annotated audio files for transcription and tagging tasks and maintained high accuracy under tight deadlines. I also contributed to onboarding and training new annotators. • Processed and tagged audio data for AI training • Labeled images and videos for computer vision • Maintained thorough data documentation • Supported team performance and training

As a Data Annotation Specialist, I labeled large datasets for computer vision and speech recognition projects. I annotated audio files for transcription and tagging tasks and maintained high accuracy under tight deadlines. I also contributed to onboarding and training new annotators. • Processed and tagged audio data for AI training • Labeled images and videos for computer vision • Maintained thorough data documentation • Supported team performance and training

2021 - 2023

Education

Work History