Machine Learning Engineer · Deep Learning · NLP · LLMs
Researching Predictive Maintenance (RUL) with Deep Learning · MSc AI @ UAX · Madrid, Spain
- 🎓 MSc in Artificial Intelligence @ Universidad Alfonso X el Sabio — Deep Learning · NLP · Computer Vision · Big Data
- 🔬 Researching RUL estimation for aero-engines using a hierarchical DL pipeline (VAE + RF + CNN + LSTM + Transformer) on the NASA C-MAPSS dataset — targeting Q1 publication (RESS / MSSP)
- 🤖 Experienced in end-to-end ML systems: model design, training, and production deployment
- 🌐 Also a Full Stack developer — built PecinoGP, a high-traffic MotoGP real-time data platform
- 📍 Based in Madrid, Spain · Open to hybrid & remote opportunities
AI & Machine Learning
GenAI & LLMs
Web Development
DevOps & Tools
| Project | Description | Stack |
|---|---|---|
| 🛩️ TFM – Aero-Engine RUL | Hierarchical DL pipeline for Remaining Useful Life estimation on NASA C-MAPSS. Outperforms SOTA on FD002 & FD004. Target: RESS / MSSP (Q1 JCR). | PyTorch · VAE · LSTM · Transformer |
| 🛡️ SIEM / UEBA – Insider Threat | Multi-detector UEBA that flags insider threats on the CERT r4.2 dataset — rules + Isolation Forest + autoencoder + temporal Transformer — with an interactive SOC dashboard. | Polars · PyTorch · scikit-learn · Streamlit |
| 🤖 CV Matcher | Final-degree project: semantic CV-to-job matching & ranking with NLP and embeddings (Vertex AI / OpenAI / HF), with a Gradio UI. | HuggingFace · Vertex AI · Gradio |
| 📰 News Classifier | Multi-category news classification comparing neural network architectures. | PyTorch · NLP |
| 🎬 IMDB Sentiment Analysis | Sentiment classification on IMDB movie reviews. | PyTorch · NLP |
| 🏠 Housing Price Prediction | Regularised regression (Ridge/Lasso) + PCA on the Ames dataset. | R · scikit-learn |
| 🏍️ PecinoGP | High-traffic MotoGP data platform with real-time REST APIs and CI/CD on Vercel. | Next.js · TypeScript · Vercel |
Open to AI/ML and Software Engineering roles in Madrid (hybrid) or remote.
rafapecino@gmail.com · LinkedIn
rafapecino@gmail.com · LinkedIn