Martim Ramos
From infrastructure to intelligence.
Martim Ramos is a DevOps Lead and ML/Data Science practitioner based in Portugal with over 20 years of infrastructure experience. After running AI proof-of-concept projects and building applied ML systems through Neural Forge, he realized that without quality data, AI is just noise. He is now fully committed to machine learning and data science.
Current Roles
- DevOps Lead at AXA Group Operations (Mar 2025 - Present)
- Teaching Assistant (Python) at ISEC (Sep 2024 - Present)
- MSc in AI for Games at Universidade Lusofona (2025 - 2027)
Personal Projects (Neural Forge)
- Tutela Ignis - Wildfire prediction using satellite imagery, weather, and terrain data. CNN-LSTM + XGBoost ensemble with 35 engineered features.
- Earthbenders - LiDAR terrain analysis producing 26 spatial products from a single polygon input.
- Digital Archive AI - Document intelligence with 11 ML models in Airflow DAGs and a RAG chatbot for archive search.
- Self-hosted AI Stack - k3s cluster with conversational avatar, speech processing, and GitOps.
Skills
Python, PyTorch, TensorFlow, LangChain, RAG, FAISS, PGVector, Hugging Face, vLLM, Whisper, Docker, Kubernetes, Terraform, Azure, AWS, FastAPI, PostgreSQL, Airflow, Polars.
Contact
neural@martimramos.pt |
LinkedIn |
Neural Forge