Sergio B
ML-AI Strategy - Smart Apps Portfolio
Boca Raton, Florida, United States
Summary
👤
Senior🎓
Top SchoolSergio B is a hands-on ML-AI portfolio leader with over 10 years delivering data-driven products for Fortune 500 clients and 5+ years focused on data science, ML and MLOps. He designs data architectures and repeatable MLOps pipelines—on-prem and across AWS, Azure, and GCP—bringing models into production with observability and measurable business ROI. At State Farm and TEKsystems he implemented SageMaker, EKS, and containerized ML platforms to operationalize unstructured audio, video, image and text workloads. Comfortable owning vision through implementation, he excels at translating stakeholder needs into functional specs, user stories, and scalable APIs. Based in Boca Raton, FL, he pairs academic teaching experience with practical consulting chops and a knack for using LLMs to generate purpose-driven training data for faster experimentation.
10 years of coding experience
18 years of employment as a software developer
MS extension course, Muiltimedia, UI design, MS extension course, Muiltimedia, UI design at University of California, BerkeleyOnline Training, Agile --, Online Training, Agile -- at ScrumMaster -- Rally UniversityMultimedia developer, Multimedia developer certification, Multimedia developer, Multimedia developer certification at Diablo Valley CollegeExtension, Conscious Business Leadership, Extension, Conscious Business Leadership at Naropa UniversityBachelor, Statistics and Computer Science, A, Bachelor, Statistics and Computer Science, A at Universidade Estadual de Campinas
Portuguese, English, Spanish
Github Skills (48)
python10
machine-learning10
numpy10
deep-learning10
gpu10
neural-network10
acceleration9
autograd9
tensorflow9
tensor9
gpu-acceleration9
neural-style-transfer9
scientific-machine-learning8
builtin8
chainer8
Programming languages (3)
Github contributions (5)
ssbotelh/rentrak
Aug 2015 - Jan 2018
Contributions:29 pushes, 3 branches in 2 years 5 months
ssbotelh/cppitertools
Aug 2019 - Aug 2019
Implementation of python itertools and builtin iteration functions for C++17
Contributions:6 pushes in 2 days
itertoolscpppythonpython-bindingsbuiltin
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