AI/ML engineer. Adventurer. Creator.
Viron Gil Estrada
I design and deliver AI/ML systems with research rigor and measurable business impact.
Computer VisionNLPMLOpsGenerative AI
About
I’m Viron Gil Estrada, an AI/ML Engineer with a foundation in Applied Physics and current graduate research. I work end‑to‑end—from problem framing and data strategy to model development, evaluation, and MLOps.
My focus areas include computer vision, NLP, and generative AI. I care about clear metrics, reproducibility, and shipping maintainable systems that solve real problems.
Core strengths
Problem framing · Rapid prototyping · Experiment tracking · Model evaluation · Deployment
Tooling
Python · PyTorch/TensorFlow · scikit‑learn · Weights & Biases · FastAPI · Docker
Web
TypeScript · Next.js · Tailwind · Vercel · Sanity
Skills
- Python · NumPy · Pandas
- PyTorch · TensorFlow · Keras
- CV: detection, segmentation, OCR
- NLP: classification, RAG, LLM apps
- Experimentation · W&B · DVC
- APIs: FastAPI · gRPC
- MLOps: Docker · CI/CD · monitoring
- Data engineering basics · SQL
- TypeScript · Next.js · React
- Tailwind CSS · shadcn (custom)
- Vercel · Serverless
- Sanity CMS
Work
Retail Demand Forecasting
Time‑series forecasting pipeline with feature stores and automated retraining; +9% MAPE improvement.
Document Intelligence
OCR + layout parsing + entity extraction to structure reports; human‑in‑the‑loop review UI.
Vision Quality Inspection
Real‑time defect detection using lightweight CNNs; deployed to edge devices with monitoring.
LLM RAG Assistant
Domain‑specific retrieval‑augmented generation with evaluation harness and guardrails.