AI / ML Engineer

Dominick
Martinez

About

AI/ML engineer with experience in scientific machine learning, distributed computing, computer vision, and research software. My work has included atmospheric simulation, computational immunology, synthetic data generation, and deployable ML systems.

Stack

Python

Language

PyTorch

Machine learning

FastAPI

Backend

Next.js

Web

React

Interface

PostgreSQL

Data

Docker

Infrastructure

Hugging Face

AI ecosystem

Databricks

Data + AI

ROS 2

Robotics

Git

Development

Linux

Systems

Experience

Berkeley Lab emblem

Berkeley Lab

Researcher

Machine learning infrastructure and scientific ML surrogate models for climate science and computational immunology.

  • Implemented distributed neural-network training and inference workflows across CPU and GPU HPC environments.
  • Developed surrogate modeling pipelines for atmospheric simulations using neural approximations of cloud microphysics.
  • Built parallel simulation infrastructure for synthetic T-cell trajectories that reproduced experimental speed distributions within 1%.
Berkeley, California
Northern New Mexico College emblem

Northern New Mexico College

Machine Learning Engineer

Machine learning, data analysis, and numerical simulation projects spanning biology, computer vision, and fluid dynamics.

  • Created a scalable data pipeline for large T-cell microscopy datasets used in quantitative modeling and peer-reviewed research.
  • Fine-tuned Vision Transformer models with LoRA and quantization for an on-device plant identification application.
  • Generated synthetic ML datasets with Navier-Stokes computational fluid dynamics simulations.

Adult Education Instructor, January - August 2022 / Tutor, August 2021 - May 2022

Espanola, New Mexico

Projects

Education

The University of Texas at Austin emblem

The University of Texas at Austin

Master of Science in Artificial Intelligence

Graduate degree

Northern New Mexico College emblem

Northern New Mexico College

Bachelor of Science in Mathematics

Summa Cum Laude

The University of New Mexico emblem

The University of New Mexico

Non-degree Student

Coursework

Certifications

Academy Accreditation - AI Agent Fundamentals

Databricks

Fundamentals of MCP

Hugging Face

Deep Learning

The University of Texas at Austin

Natural Language Processing

The University of Texas at Austin

AI in Healthcare

The University of Texas at Austin

Contact

dominick.n.martinez99@gmail.com