Birdbox
Raspberry Pi-based bird call identification using BirdNET Pi.
Heston Hamilton
I'm a
Aspiring AI/ML engineer with a background in systems, a passion for learning, and a portfolio of hands-on, real-world projects.
Get to Know Me
Driven to Build Real-World AI & Machine Learning Solutions
I'm a Computer Science student with a professional background in infrastructure, DevOps, and high-stakes operations, now fully focused on building a career in AI and machine learning. I bring a deep understanding of distributed systems, Linux environments, and data pipelines to my evolving work in intelligent systems and model-driven applications.
My recent projects center on AI/ML prototyping, from classical models to transformer-based pipelines, with the goal of bridging the gap between academic models and production-ready tools. I’m especially excited about intelligent agents, LLMs, and applying machine learning to hard, unsolved problems.
With a strong foundation in Python and C++, I’m adept at building scalable, efficient systems that leverage the latest advancements in AI. I thrive on challenges and am passionate about creating solutions that make a real impact.
10+
Projects Completed
7+
Years Experience
100%
Commitment to Learning
Specialization
AI/ML Prototyping · Python · Systems Engineering
Experience Level
Engineer, Transitioning to AI/ML
Education
B.S. Computer Science (ASU, 2026)
Languages
English, 700+ day Japanese Duolingo streak
Skills
Technical foundation built across DevOps, systems engineering, and a growing specialization in applied AI/ML.
AI / ML & Data
Python
AdvancedAI scripting, Flask apps, data pipelines, automation tools
PyTorch / TensorFlow
AdvancedBuilding and training neural networks and image classifiers
Hugging Face / LangChain
AdvancedFine-tuning LLMs, prompt engineering, retrieval-augmented generation
Systems & Tooling
Linux / Networking
AdvancedSystem administration, NGINX/Apache, DNS, firewall config
Docker & Bash
ProficientContainerization of AI apps, scripting automation, server orchestration
SQL & Data Access
IntermediateSchema design, complex queries, and analytics pipelines
Learning & Soft Skills
LLM Agents & Multimodal AI
In ProgressExploring OpenAI tools, agent frameworks, and multimodal interfaces
Cloud AI (AWS/GCP)
LearningFamiliarizing with Bedrock, Model Garden, deployment options
Communication & Self-Motivation
HighKnown for clarity, independence, and continuous improvement
Resume
Engineer with 7+ years of experience in technical operations, DevOps, and distributed systems — now focused on applied AI/ML and intelligent agent systems. Currently completing a B.S. in Computer Science with a deep dive into model prototyping, LLM pipelines, and data-driven engineering.
Professional Summary
Versatile technologist with a strong foundation in Python, Bash, Linux, and performance engineering. Known for shipping stable systems under pressure and now applying that discipline to AI/ML systems, from classical models to transformer pipelines and inference workflows. Passionate about LLMs, intelligent agents, and turning data into solutions.
Contact Information
- Tempe, Arizona
- linkedin.com/in/hestonhamilton
- github.com/hestonhamilton
Technical Skills
Python / PyTorch / TensorFlow
Advanced
Linux / Networking / Bash
Advanced
Docker / NGINX / CI/CD
Proficient
LLMs / LangChain / HuggingFace
Advanced
Professional Experience
Client Operations Engineer
Nov 2021 – Jan 2025
Edgio, Scottsdale, AZ
- Supported high-profile live events across global edge networks and real-time systems.
- Collaborated with SMEs to improve performance, caching logic, and content delivery efficiency.
- Led performance monitoring and Linux-based deployment debugging for 24/7 live services.
Production Control Analyst II
2019 – 2021
Early Warning Services, Scottsdale, AZ
- Worked in batch control and operations monitoring for Zelle and payment systems.
- Learned to optimize and debug complex ETL logic under mission-critical conditions.
Web Advisor I–III
Nov 2017 – Nov 2019
Endurance International Group, Tempe, AZ
- Troubleshot advanced issues in Linux hosting environments for thousands of clients.
- Authored internal and external documentation for support processes and tooling.
- Provided escalated support for enterprise accounts and trained junior support staff.
Education
B.S. Computer Science
2024 – 2026 (Expected)
Arizona State University
Focused on algorithms, machine learning, and intelligent systems.
Associate Coursework in Computer Science
2022 – 2024
Maricopa Community Colleges
Completed with 4.0 GPA. Transitioned from systems engineer to full-time CS student.
Portfolio
A selection of hands-on AI/ML projects built with real-world data, practical tooling, and a focus on learning through implementation. Each project explores a key concept from classical models to LLMs and agent-based systems.
