End-to-end MLOps development: Orchestration of model training and deployment using Databricks, CICD and Azure ML, including drift/bias monitoring, batch and online inference with Azure DF, MLflow, FastAPI and Azure ML
AI engineering framework: Architected and maintained modular Python libraries to standardize AI workflows, facilitating development, enabling consistent best practices and supporting data scientists
Azure data engineering: Built and maintained scalable ETL and batch processing pipelines across Databricks and Azure; improved reliability with partitioning, catalog structures, and automated workflows using CI/CD
Azure cloud infrastructure & security: Managed Databricks clusters and Azure ML compute, configured Data Factory & Linked Services, managed Key Vault secrets, and enabled CI/CD
Jun 2024 - Jan 2025
8 months
Madrid, Spain
Machine Learning Engineer
BNP Paribas
Model and dataset monitoring tool: Led drift monitoring tool project for ML models and datasets, implementing drift detection, automating testing with PyTest, optimizing metric thresholds, and developing a real-time monitoring dashboard
Data leakage protection model: Contributed to training and industrialisation of a soft classification model to detect and prevent unauthorized data exfiltration, strengthening data security and compliance
Kubernetes ML lifecycle: Containerized and deployed machine learning models on Kubernetes clusters, orchestrating training, batch scoring, and online inference with Kubeflow
Git monitoring tool development: Designed and implemented solution for automating extraction and processing of project, branch and pipeline data from GitLab using asyncio and aiohttp, achieving an 80% speedup
Apr 2023 - Jan 2024
10 months
Madrid, Spain
AI and Data Engineer
Telefónica
Large Language Model development: Deployed open source LLM on AWS SageMaker, built a RAG app with LangChain, and aligned LLM responses with company-specific tasks by finetuning using QLora
LLM integration with AWS services: Developed serverless solutions with AWS Lambda and integrated open source LLM with Amazon Lex to optimize interactions and provide curated responses
Elasticsearch and Kibana: Integrated Elasticsearch with microservices architecture using REST APIs and built interactive dashboards for major clients (Lanxess, Aldi) to facilitate strategic decision-making
Languages
German
Native
English
Native
Spanish
Native
Education
Nov 2024 - Oct 2025
University of Alcalá
Mathematics, Quantitative Finance · Madrid, Spain
Sep 2020 - Jun 2024
IE University
Bachelor of Computer Science and Artificial Intelligence · Madrid, Spain · 8/10