Summary
Sergio Castelblanco is a Data Scientist with eight years of experience applying statistical learning, machine learning and deep learning to upstream oil & gas problems at Ecopetrol, where he leads advanced analytics, big data strategy and prescriptive optimization for field development. Trained in industrial engineering and holder of an MSc in Analytics and Machine Learning, he combines rigorous research skills with practical deployment experience in R, Python, TensorFlow and optimization tools like Xpress Opt. He has held both technical and COO roles, which gives him a rare blend of hands-on modeling expertise and operational leadership in decision analysis under uncertainty. Comfortable moving models from numeric simulation and probabilistic decision trees into production, he focuses on solving high-impact business problems with bespoke predictive and prescriptive algorithms. An eye for optimization and cognitive computing differentiates his work, translating complex uncertainty into actionable field strategies.
7 years of coding experience
Data Science, Data Science at Tecnol贸gico de Monterrey
Project Management Specialist, Project Management Specialist at Universidad El Bosque
Industrial Engineering, Engineering, Industrial Engineering, Engineering at Fundaci贸n Universitaria Agraria de Colombia
Master of Science in Analytics, Machine Learning, Master of Science in Analytics, Machine Learning at Universidad de los Andes - Colombia
English, Spanish