ML / AI Engineer · Chile · Open to global opportunities
ML/AI Engineer with a Mechatronics Engineering background and two Master's degrees (AI + Mathematical Engineering & Computation). I build production-grade AI systems — from 6-DoF pose estimation with Transformers to generative AI tools for education. Currently a university professor and researcher at DUOC UC while working as Data Engineer at MTsolutions.
135+ certifications including Azure AI, DeepLearning.AI, IBM RAG, and more.
| LLMs & Generative AI | Fine-tuning, prompt engineering, RAG pipelines, LangChain, OpenAI, Hugging Face |
| Computer Vision | 6-DoF pose estimation, Transformers (FoundationPose), object detection, BOP benchmarks |
| AI Agents & MCP Protocol | Agent-driven systems, Model Context Protocol, tool-use architectures |
| Deep Learning & NLP | PyTorch, Diffusion Models, SE(3) Lie Groups, text classification, embeddings |
| Data Engineering & MLOps | Kedro pipelines, Docker, FastAPI, Flask, CI/CD, reproducible workflows |
| Cloud & Vector DBs | AWS, GCP, Azure, FAISS, ChromaDB, Pinecone |
MSc Thesis — UNIR 2026
End-to-end pipeline integrating FoundationPose (Transformers, CVPR 2024) vs GDR-Net++ on BOP benchmarks. Diffusion Policy for multi-modal grasp trajectory generation. 5,600+ LOC, 77 tests, Lie group mathematics (SE(3)/SO(3)).
Transformers Diffusion Models PyTorch SE(3) Lie Groups BOP Benchmark ROS 2
In production at DUOC UC
Generative AI-powered software for automated test correction with personalized student feedback. Significantly reduces instructor workload while improving feedback quality.
Generative AI LLMs EdTech Python
Industry-academia collaboration
Prototype generating realistic human-like avatars to translate Chilean Sign Language for TV broadcasts. Collaboration between DUOC UC and Canal 13 for accessibility.
Computer Vision Deep Learning Avatar Generation Accessibility
Full-stack RAG application
Intelligent chatbot for uploading and conversing with PDF documents. FastAPI backend + Streamlit frontend, containerized with Docker.
RAG FastAPI LangChain Docker Streamlit
I'm seeking international roles, consulting, and collaborations where I can:
- Architect or join teams building LLM-powered and agent-driven products
- Design end-to-end computer vision and deep learning pipelines
- Build scalable data & ML infrastructure
- Contribute to AI projects with measurable real-world impact
Building production-grade AI systems — not prototypes, not demos, real systems that solve real problems.