Dakota W.

Key Skills

Software

Labelbox

Top Subject Matter

Computer Science AI Model Training

Healthcare Predictive Modeling

Legal Services & Contract Review

Top Data Types

Image

Text

Document

Top Task Types

Classification

Freelancer Overview

Senior ML Training Specialist (Contract). Brings 18+ years of professional experience across legal operations, contract review, compliance, and structured analysis. Core strengths include Labelbox, Internal, and Proprietary Tooling. Education includes Post-Graduate Fellowship, Institute for Advanced Algorithmic Design (2006) and Master Specialist Certification, The Computational Science Collective (2002). AI-training focus includes data types such as Computer Code, Programming, and Image and labeling workflows including Evaluation, Rating, and Classification.

Labeling Experience

Senior ML Training Specialist (Contract)

Labelbox

As a Senior ML Training Specialist, I evaluated and rated AI-generated solutions for complex computer science problems. I designed rigorous coding benchmarks and provided expert feedback on model reasoning to improve alignment. I managed datasets for supervised fine-tuning with a focus on factual accuracy and scientific integrity. • Evaluated logical consistency and efficiency of programming outputs • Designed Python-based benchmarks for numerical validation • Delivered alignment-focused feedback using structured rubrics • Managed large-scale supervised datasets for SFT

2019 - Present

Lead Data Scientist & Logic Auditor

ImageClassification

As Lead Data Scientist & Logic Auditor, I led the quality control of multimodal image and text dataset labeling processes. I developed protocols and validation tools for standardization and effectiveness. I focused on consistency in data labeling to support predictive health model accuracy. • Led standardization of image and text labeling protocols • Built and maintained labeling quality assurance frameworks • Ensured data consistency and integrity in labeled datasets • Supported predictive health modeling with accurate labeled data

2010 - 2019

Education

Work History