Andy Mcmahon
Director - Principal AI & MLOps Engineer at University of Oxford
United Kingdom
Summary
👤
Senior🎓
Top SchoolAndy Mcmahon is a Director-level AI and MLOps engineer with a decade of experience turning research-grade models into production-grade, regulated deployments that deliver measurable commercial value. He combines a PhD-trained analytical rigor with hands-on platform architecture and technical leadership, having led MLOps and ML engineering across banking, energy and logistics to generate multimillion-pound impact. At Barclays and previously NatWest he has driven enterprise-scale LLMOps and MLOps strategy, balancing velocity with governance and secure, scalable operations. An accomplished educator and author—guest lecturing at Oxford, Warsaw and Columbia and writing "Machine Learning Engineering with Python"—he brings a rare blend of academic depth and pragmatic delivery. Notably, his background in computational physics and materials modelling informs a disciplined approach to complex systems and optimisation under real-world constraints.
10 years of coding experience
5 years of employment as a software developer
Doctor of Philosophy (Ph.D.), Physics, Doctor of Philosophy (Ph.D.), Physics at Imperial College LondonM.Sci, Theoretical Physics, M.Sci, Theoretical Physics at University of Glasgow
Spanish, German
Github Skills (33)
lifecycle9
mlflow9
apache-spark9
machine-learning9
model-management9
dvc9
incremental-learning9
ai9
python8
scikit-learn8
data-science7
ml7
machine-learning-algorithms5
deep-learning4
robot4
Programming languages (4)
Github contributions (5)
PacktPublishing/Machine-Learning-Engineering-with-Python
Jan 2021 - Jun 2022
Machine Learning Engineering with Python
Contributions:130 commits, 4 PRs, 90 pushes in 1 year 4 months
pythondata-sciencemachine-learning-engineeringmachine-learningscikit-learn
PacktPublishing/Machine-Learning-Engineering-with-Python-Second-Edition
Dec 2022 - Mar 2023
Contributions:1 review, 40 commits, 50 PRs in 2 months
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