About Manuel
Senior Data Scientist with expertise both in Computer Vision and NLP. Worked doing research in neural architectures for information extraction from document images, as well as adapting and deploying existing models for object detection, relation extraction, named entity recognition tasks in different domains. PhD at the Computer Vision Center of Barcelona.
Spanish
Native or bilingual
English
Native or bilingual
German
Fluent
Can work on-site
Barcelona (up to 50km)
Experience
- Kantar MediaAI/ML engineerJanuary 2024 - April 2025 (1 year and 3 months)Sant Cugat, Spain- Prompt engineering and FastAPI endpoint implementation- Model evaluation and deployment- Huggingface Transformers model benchmarking and deployment- pgvector integration- RAG, Azure Devops, django + react virtual assistant development
- Quant AI LabSenior Data Scientist (Repsol Data Hub)ENERGY AND UTILITIESFebruary 2022 - September 2023 (1 year and 8 months)Madrid, SpainAs part of the Repsol Data and AI extended team I was involved in:- Leading the Document Analysis team and developing custom structured information extraction systems with OCR + entity detection + GNN models.- Development of a unified library for different Repsol departments integrating NLP and Computer Vision projects.- Regular engagement with various business units to identify their needs and define project deliverables.- Develop solutions for fine-tuning, bench-marking, and deployment of DL models.
- HUAWEISenior Data ScientistMarch 2021 - September 2021 (6 months)Dublin, Ireland- Implementing benchmarking, fine-tuning, and post-processing of multilingual Named Entity Recognition (NER) models.- Evaluation of different fine-grained NER approaches through model combination, utilizing several datasets.- Implementing entity linking for knowledge base data ingestion.
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Education
- Doctor of Philosophy - PhD, Computer ScienceUniversitat Autònoma de Barcelona2020Doctor of Philosophy - PhD, Computer Science
- Master of MathematicsUniversitat Autònoma de Barcelona2016Master's degree, Mathematics - Data Science