Brian K.

Key Skills

Software

Don't disclose

Top Subject Matter

AI/ML predictive analytics training data quality

general STEM evaluation

Scientific applications

Top Data Types

Text

Document

Computer Code Programming

Top Task Types

Fine-tuning

Prompt + Response Writing (SFT)

Freelancer Overview

AI Training Specialist — Lead AI model training and data quality assessment programs. Brings 8+ years of professional experience across complex professional workflows, research, and quality-focused execution. Core strengths include Don't disclose. Education includes Master of Science, University of Melbourne (2021) and Bachelor of Science, Australian National University (ANU) (2018). AI-training focus includes data types such as Text and Document and labeling workflows including Evaluation, Rating, and Fine-tuning.

Labeling Experience

AI Training Specialist — Lead AI model training and data quality assessment programs

Don't discloseText

Oversaw AI model training data quality assessment by reviewing and refining datasets for accuracy and consistency. Implemented validation protocols and quality assurance checks to ensure adherence to detailed, evolving guidelines. Focused on improving training readiness for downstream model evaluation and predictive analytics tasks.• Reviewed training data against accuracy and consistency criteria.• Applied detailed guideline-following and judgment on ambiguous or edge cases.• Conducted dataset validation and QA checks across AI training datasets.• Ensured consistent labeling outputs to support model performance optimization.

2023 - Present

AI Data Training Specialist — Data preparation, quality control, and guideline authorship

Don't discloseTextFine-tuning

Prepared and quality-controlled AI training data for scientific applications, ensuring datasets met program requirements. Developed and wrote content guidelines and training materials to standardize how knowledge models are taught. Supported creation of structured training resources aligned with scientific domain use cases.• Performed AI training data preparation and quality control.• Wrote content guidelines for AI-based knowledge models.• Produced training materials to support consistent model learning.• Applied scientific context to maintain correctness and quality.

2021 - 2022

Content Writing Specialist — Created AI training materials and technical documentation

Don't discloseDocumentPrompt + Response Writing (SFT)

Produced technical documentation and AI training materials targeted at scientific research applications. Developed content strategies to support scientific and technical communications used in training workflows. Authored materials intended to guide model behavior and user understanding for AI training pipelines.• Created technical documentation for AI training contexts.• Developed AI training materials for scientific research applications.• Built content strategies for scientific/technical communications.• Authored training-related resources to support consistent instruction.

2020 - 2020

Technical Writer — Documentation and training manuals for ML tools

Don't discloseDocument

Authored technical documentation and user guides for AI applications and data science projects. Wrote training manuals for machine learning tools to help standardize how systems are used. Produced clear instructional content suitable for supporting model training and evaluation processes.• Produced technical documentation for AI applications and data science projects.• Authored user guides for machine learning tools.• Created training manuals to standardize usage.• Supported clarity and consistency in training/evaluation materials.

2019 - 2020

Education

Work History