Colby M.

Key Skills

Software

OneForma

Appen

Data Annotation Tech

Labelbox

Micro1

Mindrift

Telus

Toloka

Clickworker

Top Subject Matter

Generalist AI/ML

Multimedia AI training

Generalist AI/data annotation

Top Data Types

Audio

Text

Image

Document

Top Task Types

Transcription

Classification

Diagnosis

Bounding Box

Segmentation

Object Detection

Text Generation

Question Answering

Text Summarization

Evaluation/Rating

Red Teaming

Fine-tuning

Freelancer Overview

Generalist - Outlier.ai. Brings 10+ years of professional experience across complex professional workflows, research, and quality-focused execution. Core strengths include Outlier.ai, OneForma, and Data Annotation. Education includes Bachelor of Science, Emory University (2013) and No Degree Awarded, University of North Florida (2023). AI-training focus includes data types such as Audio, Text, and Medical and labeling workflows including Transcription, Classification, and Diagnosis.

Labeling Experience

Generalist - OneForma

OneFormaTextClassification

In my role with OneForma, I worked on multiple AI training and evaluation projects covering text, image, and audio data. I performed classification tasks such as grading local search relevance and labeling images and videos. As a Clinical Case Reviewer, I reviewed prompts and ensured responses were safe, accurate, and empathetic. • Labeled data for search engine evaluation (local search relevance). • Performed image and video annotation using internal platforms. • Participated in clinical case prompt/response reviews for quality. • Contributed to audio data collection with two-person conversational projects.

2025 - Present

Generalist - Outlier.ai

AudioTranscription

As a Generalist at Outlier.ai, I contributed to iterative AI model training projects focused on transcription and audio response improvement. My work involved evaluating and correcting audio transcriptions as well as assessing and comparing model-generated content. I also participated in video and visual labeling, including tasks like side-by-side model evaluation and video inpainting. • Reviewed and corrected automated audio transcriptions. • Assessed model-generated video outputs and reference expressions. • Compared side-by-side visual models for quality. • Performed data labeling for regional image editing and English language proficiency.

2025 - Present

Biology and Medical Specialist - Data Annotation

Diagnosis

As a Biology and Medical Specialist with Data Annotation, I designed prompts, evaluated responses, and made critical case judgments for medical AI evaluation. This involved analyzing chat dialogue rotations and ensuring the accuracy and quality of medical-related labeling tasks. My work directly supported the advancement of AI models for medical and biological applications. • Evaluated AI-generated medical case responses for accuracy. • Designed and annotated prompts and dialogues for training. • Judged and classified medical cases from annotated data. • Maintained high precision in specialist data annotation procedures.

2024 - Present

Education

Work History