Cameron F.

Key Skills

Software

Clickworker

Data Annotation Tech

Don't disclose

Top Subject Matter

Biology (STEM AI training)

STEM (general)

Legal Services & Contract Review

Top Data Types

Image

Text

Document

Top Task Types

Evaluation/Rating

Fine-tuning

Prompt + Response Writing (SFT)

Classification

Entity (NER) Classification

Freelancer Overview

Data Annotation Tech — Biology AI Trainer. Brings 11+ years of professional experience across complex professional workflows, research, and quality-focused execution. Core strengths include Data Annotation Tech and Don't disclose. Education includes Bachelor of Arts, University of California, Berkeley (2021). AI-training focus includes data types such as Text and labeling workflows including Classification and Named Entity Recognition.

Labeling Experience

Handshake AI — STEM AI Trainer

Don't discloseTextClassification

Trained an AI system for STEM use by working with labeled or candidate training examples. Reviewed and supported the labeling/annotation process to improve model performance and educational usefulness. Ensured outputs aligned with the intended STEM domain and trainer guidelines. • Conducted AI training activities related to STEM data. • Supported labeling review and validation for training datasets. • Maintained consistency with annotation criteria. • Contributed to continuous dataset/model quality improvements.

2025 - Present

Data Annotation Tech — Biology AI Trainer

Data Annotation TechTextClassification

Provided biology-focused AI training and data annotation support for an AI system used in STEM education. Likely reviewed and validated labeled examples to ensure domain accuracy and consistency. Supported iterative improvements to training data quality based on trainer/annotation guidelines. • Annotated or classified biology-related data for model learning. • Performed quality checks on labeling outputs. • Applied domain knowledge from biology and molecular sciences. • Followed established annotation instructions and standards.

2025 - Present

Science Laboratory Coordinator - Cabrillo College

Entity (NER) Classification

Coordinated science laboratory operations for multiple undergraduate courses while ensuring activities aligned with curriculum and safety requirements. Communicated with instructors to confirm class needs and prepared lab setups, materials, and reagents for each session. Maintained compliance through hazardous waste handling and basic lab readiness checks using established procedures. • Supported Physiology, Anatomy, Microbiology, and Biotechnology courses • Prepared and poured agar plates and inoculated growth media • Set up ELISA, SDS-PAGE, and Western Blot labs with appropriate buffers and antibodies • Managed hazardous waste labeling/logging and inspected emergency eyewashes and showers

2023 - 2024

Lab Aide - Oroville Hospital

Entity (NER) Classification

Assisted clinical laboratory staff by entering specimen information and preparing samples for testing workflows. Performed labeling, slide preparation, and specimen handling including subculturing and staining procedures. Supported routine diagnostic operations by setting up tests, rejecting nonconforming specimens, and communicating with healthcare teams and patients. • Entered specimen data and ordered tests in Sunquest Laboratory • Labeled, subcultured, and prepared specimens for culture and staining • Set up COVID-19 antigen tests and prepared blood and urine sample aliquots • Centrifuged specimens, loaded automated platforms, and managed rejection logs

2022 - 2022

Education

Work History