Ilya Sandoval

AI Research Scientist at American Express

London, England, United Kingdom
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Summary

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Senior
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Top School
Ilya Sandoval is an AI research scientist and PhD graduate from Imperial College London with 11 years of experience applying reinforcement learning, graph neural networks and differentiable programming to real-world optimization and control problems. He combines deep academic work on neural ODEs and RL for cyber defense with hands-on industry delivery—architecting end-to-end MLOps on AWS, realtime forecasting for energy markets, and production-ready model serving. At The Alan Turing Institute he built topology-adaptive autonomous cyber-defense agents that generalize to unseen network structures, highlighting a knack for structural generalizability beyond standard benchmarks. Equally comfortable in research and production, he has driven measurable business impact (e.g., 10x contract query speedups, 20%+ route fuel savings) while pushing advanced ML methods toward deployment. Based in London, he focuses on bridging attention, GNNs and control theory into scalable systems that solve complex industrial problems.
code11 years of coding experience
job3 years of employment as a software developer
bookDoctor of Philosophy - PhD, ENGINEERING, Doctor of Philosophy - PhD, ENGINEERING at Imperial College London
bookUniversidad Nacional Autónoma de México (UNAM)
languagesEnglish, Spanish
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Stats
158reputation
11kreached
3answers
1question
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Github Skills (189)

programming-language10
ode10
python10
gtk10
geography10
meter10
spatial10
openstreetmap10
overpass-api10
genetic-algorithm10
qt10
pandas10
osmnx10
root-finding10
symbolic-regression10

Programming languages (9)

JuliaTypeScriptC++CoffeeScriptRustJavaScriptHTMLJupyter Notebook

Github contributions (5)

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Contributions:43 commits, 1 PR, 39 pushes in 4 months
Contributions:158 commits, 2 pushes, 2 branches in 3 years 10 months
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