Marco Julio Monroy Ayala is an experienced MLOps Engineer currently working at Sabre Corporation since February 2023, focusing on customer behavior forecasting enhancements using Pub/Sub messaging and BigQuery for training datasets. Previously, Marco served as a Data/Feature Engineer at Levi's, where responsibilities included creating pipelines for machine learning projects, and as a Software, Data & MLOps Engineer at Máquinas de Predicción, coordinating payments projects and designing APIs. Earlier experience includes roles at Luxelare, where Marco developed a rules engine for processing satellite data, and at JAH-JYREH BUILDINGS CONTRACTORS LTD as a Data Scientist, focusing on deep learning for road damage recognition. Marco's career began at Banco de México, providing system analysis for ERP migration, followed by consultancy roles in PeopleSoft development. Academic qualifications include a Master’s in Data Science from Instituto Tecnológico Autónomo de México and a Bachelor's in Informatics from Universidad Nacional Autónoma de México.