Thedyson Eduard Luzon

AI & MLOps Engineer · Full‑Stack (MERN + GraphQL)
Real‑Time Computer Vision • Reproducible ML Pipelines • Scalable Cloud Platforms
Seeking Fall 2025 AI / MLOps / Full‑Stack Internship (Co‑op)

Core Technical Stack

AI · MLOps · Infra · Full‑Stack tools I use to deliver production value.

Core

  • Python
  • TypeScript
  • Pytorch
  • YOLOv8
  • Fastapi
  • React
  • Node.js
  • Graphql

MLOps & Infra

  • Dvc
  • Mlflow
  • Bentoml
  • Docker
  • Kubernetes
  • GitHub Actions
  • CI Quality Gates

Data & Storage

  • PostgreSQL
  • Mongodb
  • S3
  • Data Versioning
  • Feature Artifacts

Quality & Tooling

  • Pytest
  • Jest
  • Ruff
  • Eslint
  • Profilers
  • Code Review Automation
Expanded (ATS Keywords)

Python, TypeScript, PyTorch, YOLOv8, FastAPI, React, Node.js, GraphQL (Apollo, DataLoader), DVC, MLflow, BentoML, Docker, Kubernetes, GitHub Actions, PostgreSQL, MongoDB, AWS S3, Pytest, Jest, Ruff, ESLint, profiling, code review automation.

Mission

Build trustworthy, observable AI & full‑stack platforms—from ingestion & continual training to container/K8s deployment and user dashboards—optimizing for repeatable delivery, low operational overhead, and business‑aligned outcomes.

Education

  • Software Engineering Technology — Completed
  • AI Design, Analysis & Implementation (Co‑op) — In Progress
    Capstone: SafeRoomAI (multi‑stream anomaly detection + full MLOps lifecycle)

Highlighted Projects

SafeRoomAI

Real-time anomaly detection (YOLO + Autoencoder fallback) with reproducible pipeline.

  • Adaptive micro-batching & quantization
  • Experiment lineage (DVC + MLflow)
  • RTSP watchdog fallback to cached video

Python • YOLOv8 • Autoencoder • DVC • MLflow • BentoML • K8s • FastAPI

GitHub ↗ Case Study →

GreenEarthConnect

Sustainability analytics & community engagement platform for tracking eco-impact and fostering local environmental initiatives.

  • Modular service layer with typed GraphQL schema & strict lint gates
  • Real-time contribution feed (websocket / subscription ready design)
  • Optimized aggregations & indexed queries for activity / impact metrics

TypeScript • React • Node.js • Express • GraphQL • MongoDB • Docker • CI

GitHub ↗ Case Study →

GitHub Activity & Repositories

Snapshot: Jul 28, 2025

Astro 1

Latest Article

AI‑Driven Six Sigma: Merging DMAIC & Intelligent Automation →

Contact

If you're exploring candidates for AI, MLOps or full‑stack roles, I’d be happy to discuss how I can help your team ship reliable ML products.

Email Me (Request Resume)

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* Full resume supplied on request to protect distribution.