Dustin J. Ober

Data Scientist & ML Engineer

Data Scientist specializing in NLP, Machine Learning, and Production ML Systems. 30+ models deployed for defense and intelligence applications.

PMP Certified
M.Ed. Instructional Design
30+ ML Models Deployed
97% Process Automation
Top Secret / SCI
Chantilly, VA
dustin@aiober.com
540-793-0177
LinkedIn aiober.com
Tech Stack

Data Science & ML Technologies

Production-ready tools and frameworks used across 30+ deployed ML models

Data Science Core

PythonNumPyPandasScikit-LearnJupyterSciPy

Deep Learning

TensorFlowPyTorchKerasCUDATransformers

NLP & LLMs

DSPyLangChainLangGraphspaCyCustom NER

ML Ops & Infrastructure

DockerFastAPIGitMLflowREST APIs

Databases

PostgreSQLNeo4jQdrantSQLiteRedis

Visualization

MatplotlibSeabornPlotlyStreamlit

Technical Skills

Data Science & ML

NLP (Custom NER)Machine LearningTensorFlowPyTorchPandasNumPyScikit-LearnFeature EngineeringModel EvaluationA/B TestingStatistical Analysis

Languages & Frameworks

PythonJavaScriptSQLFastAPIDSPyLangChainBash

ML Ops & DevOps

DockerGitCI/CDJupyterRESTful APIsMLflowAgile/Scrum

Accessibility & Compliance

Section 508WCAG 2.1Government StandardsA11y Testing

Instructional Design

ADDIE ModelTechnical WritingAdult Learning

Technical & Operational Expertise

Python Scripting & Data Automation

I have solid experience in scripting with Python to support data analysis, automation, and process optimization. I utilize Python libraries such as Pandas, NumPy, and Matplotlib for analyzing training data, identifying trends, and generating insights. Additionally, I have applied web scraping techniques to automate the collection of diverse datasets, enhancing data gathering efficiency. My scripting skills enable me to build custom scripts that streamline repetitive tasks and manage large datasets.

Project Leadership

I have demonstrated strong project leadership skills by managing multiple complex training and development projects from inception to completion. My approach involves setting clear objectives, defining project scope, managing resources, and establishing effective communication channels. I am adept at utilizing project management methodologies to prioritize tasks, mitigate risks, and deliver projects on time and within budget, fostering a collaborative and high-performing team environment.

Curriculum Development & Strategy

I have extensive experience in creating learner-centered programs that align with organizational goals. I design comprehensive curricula by conducting thorough needs assessments and incorporating adult learning principles. My approach integrates various instructional methods, including instructor-led training, e-learning, and blended learning. I use data analysis to evaluate curriculum effectiveness, ensuring that curricula not only meet compliance standards but also promote measurable learning outcomes.

Professional Experience

My career represents an intentional progression from military technical instruction data-driven instructional designfull-stack ML engineering. Each phase built capabilities in the next: understanding how people learn informed how I design AI systems that teach and explain.

Contract-based roles supporting classified defense and intelligence missions. Project transitions reflect mission requirements, not job changes.

ML Engineering & AI Development

Production ML systems and NLP models for defense applications

2024 – Present
ML Engineer / Data Scientist
Leidos
2024 – Present
  • Letter of Appreciation: Received formal customer recognition for leading AI implementation into workflows, products, and processes.
  • Custom NER Models: Designed and deployed Named Entity Recognition models for specialized intelligence datasets, achieving extraction accuracy exceeding industry benchmarks.
  • Production ML Pipelines: Trained and deployed 30+ ML models using TensorFlow and DSPy, streamlining data extraction from enterprise systems into production insights.
  • ML Infrastructure: Built secure FastAPI REST services with JWT authentication and Dockerized deployments ensuring 99.9% consistency across environments.
  • Technical Leadership: Lead PMP Instructor for 4+ cohorts PMP 2026 Exam Prep Ebook

Data-Driven Instructional Systems

Applied data science to optimize training outcomes across defense programs

2019 – 2024
Technical Lead
Peraton
2023 – 2024
  • Award Nomination: Nominated for Schoolhouse Training Award for 4-week core-skills course matching agency certification standards.
  • Directed team of three designers, applying Agile methodologies to course development pipelines.
  • Managed portfolio of 8 technical courses, leveraging analytics to optimize learning outcomes.
Data Analyst / E-Learning Developer
Leidos
2022 – 2023
  • Data-Driven Optimization: Leveraged Python (Pandas/NumPy) to analyze training trends, leading to 20% improvement in completion rates.
  • 97% Automation: Built automated data pipeline reducing report generation from 1 week to 30 minutes.
  • Accessibility Leadership: Created searchable Section 508/WCAG database adopted organization-wide by NCTC.
  • Rapid Delivery: Developed and deployed 5 comprehensive WBTs within 90 days.
Instructional Designer
Tekmasters
2021
  • Designed interactive digital learning materials using eLearning authoring tools.
Training Specialist
Tridea Works
2020 – 2021
  • Led curriculum development for NDCAC tools, geolocation, and CLOUD ACT training.
Instructional Systems Specialist
DEA
2019 – 2020
  • Curriculum Innovation: Led development of Cyber Drug Investigator Course, identifying 290+ critical tasks via Job Task Analysis.

Earlier Career

Military instruction and technical training foundations

2004 – 2019
Instructor / Course Developer
United States Air Force
2004 – 2014
  • Maintained technical training database with 1,000+ entries at 100% accuracy.
  • Authored 52 technical scenarios for firearms training simulators.

What Colleagues Say

Dustin's ability to bridge the gap between complex AI implementation and instructional strategy is unmatched. He doesn't just build models; he builds solutions that people can actually use and learn from.

Senior Project Manager
Leidos

A rare talent who masters both ISD and Data Science. Dustin's automated workflows saved our team hundreds of hours while significantly improving the accuracy of our mission-critical training metrics.

Intelligence Technical Lead
Federal Partner

Education

Graduate Certificate in AI Systems Management

Strayer University (2025)

Master of Education (M.Ed.) in Instructional Design & Technology

Liberty University

BS in Management / CIS

Park University

AAS in Criminal Justice

Community College of the Air Force
View Full Education Details →
Credentials

Professional Certifications

Industry-recognized credentials in AI, Machine Learning, and Data Science

AI & Machine Learning

  • Deep LearningUdacity Nanodegree
  • Natural Language ProcessingUdacity Nanodegree
  • Computer VisionUdacity Nanodegree
  • Generative AIUdacity Nanodegree
  • Artificial IntelligenceUdacity Nanodegree
  • Deep Reinforcement LearningUdacity Nanodegree
  • Intro to Machine Learning (PyTorch)Udacity Nanodegree
  • AI Programming with PythonUdacity Nanodegree
  • AI Product ManagerUdacity Nanodegree

Data & Cloud Platforms

  • Generative AI FundamentalsDatabricks
  • Lakehouse Platform EssentialsDatabricks
  • Cloud Practitioner (Foundational)AWS
  • Business AnalyticsUdacity Nanodegree
  • Statistics for Data AnalysisUdacity Nanodegree

Project Management

  • Project Management Professional (PMP)PMI
7 Professional Certifications

Including PMP, AI/ML, and Data Science credentials

4 Published Works

Research papers on AI infrastructure and security

Verified Client Success

Measurable outcomes with government and enterprise clients

Security Clearance

Trusted for sensitive defense and intelligence projects