SMÓscar López Montero
@scarlpezmontero
Machine Learning Engineer specializing in production ML pipelines and scalable model deployment.
SpainWhat I'm looking for
I am a Machine Learning Engineer with hands-on experience designing and deploying production-ready ML pipelines, reducing pipeline runtimes and improving training efficiency. I have built Dockerized models on Vertex AI endpoints, implemented structured logging and monitoring, and delivered high-impact REST APIs with FastAPI to serve real-time predictions at scale.
My background includes NLP, computer vision, clustering, and cloud platforms where I improved data quality, reduced latency, and enabled proactive maintenance through accurate models. I focus on observability, performance optimization, and practical ML solutions that drive operational improvements.
Experience
Work history, roles, and key accomplishments
Machine Learning Engineer
pfsTECH
Oct 2024 - Present (1 year 1 month)
Designed and deployed end-to-end ML pipelines and dockerized models on Vertex AI endpoints, boosting training efficiency by 30% and reducing pipeline runtime from 2 hours to 30 minutes through parallelized preprocessing.
Machine Learning Engineer
Capgemini Engineering
Mar 2022 - Mar 2024 (2 years)
Built and deployed NLP and clustering models processing 100,000+ technician comments and identifying battery replacements with 90% accuracy, reducing downtime by 25% and cutting analysts' reporting time by 30%.
Software Engineer Intern
Rijk Zwaan Ibérica
Feb 2020 - Oct 2020 (8 months)
Developed and maintained C#/.NET desktop applications for 100+ users, implemented 5 features and fixed 20+ bugs, improving application stability and reducing defects by 15% through code reviews.
Education
Degrees, certifications, and relevant coursework
UCUniversitat Oberta de Catalunya
Master of Science, Data Science
2021 - 2023
Master of Science in Data Science completed at Universitat Oberta de Catalunya from January 2021 to February 2023.
UAUniversidad de Almería
Bachelor of Science, Computer Science
2015 - 2020
Bachelor of Science in Computer Science completed at Universidad de Almería from January 2015 to January 2020.
Tech stack
Software and tools used professionally
Availability
Location
SpainAuthorized to work in
Job categories
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