Thedyson Eduard Luzon


Real-Time Computer Vision • Reproducible ML Pipelines • Cloud-Native Platforms
Seeking Fall 2025 AI / MLOps / Full-Stack Internship (Co-op)

Mission & Education

Trustworthy AI, reproducible pipelines, and practical impact.

Mission

Build reliable, observable AI & full-stack platforms—from ingest and continual training to container/K8s deployment and user dashboards—optimized for repeatable delivery and business-aligned outcomes.

  • Python
  • PyTorch
  • TensorFlow
  • FastAPI
  • Docker
  • Kubernetes
  • Git
  • GitHub
  • TypeScript
  • React
  • Node.js
  • GraphQL
  • MongoDB
  • PostgreSQL
  • NGINX
  • Azure
  • AWS

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.

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

From the Blog

Real-time CV, reproducible ML, cloud-native builds—fresh posts, no fluff.

AI‑Driven Six Sigma: Merging DMAIC & Intelligent Automation

An in-depth exploration of integrating Six Sigma DMAIC methodology with AI‑powered tools to optimize software delivery and operational workflows.

Read Article

Let’s build something great

Hiring for AI, MLOps, or full-stack? I ship reliable systems—let’s talk outcomes, not buzzwords.

Email Me (Request Resume) LinkedIn GitHub
Email
[email protected]
I usually reply within 24 hours.
Based in
Toronto (ET)
Remote-friendly • async-first
Open to
AI / MLOps / Full-Stack
Contract • Full-time • Co-op

* Full resume supplied on request to protect distribution.