Jay Rainey

Gen AI Research Engineer at NatWest Group

Cambridge, England, United Kingdom
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Summary

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Senior
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Top School
Jay Rainey is a Gen AI research engineer based in Cambridge with 13 years of experience building ML-driven systems, data pipelines, and production software for both enterprise and research contexts. He combines deep academic rigour—a PhD and postdoctoral work in digital health and HCI—with hands-on engineering across Python, C++, and web stacks to turn sensing and multimodal data into practical digital measures and products. At Newcastle he led teams that automated device data flows and prototyped patient-facing apps, and more recently drove machine learning engineering at Samsung before joining NatWest to apply generative AI at scale. He has a track record of shipping cross-disciplinary projects deployed globally (e.g., TalkFutures) and mentoring students, reflecting a talent for translating qualitative research insights into robust, usable systems. Notably, his work often blends participatory design with production-grade pipelines—making complex health and social data actionable without exposing sensitive details.
code13 years of coding experience
job6 years of employment as a software developer
bookBachelor of Science (BSc), Computer Science with industrial placement, Bachelor of Science (BSc), Computer Science with industrial placement at Cardiff University / Prifysgol Caerdydd
bookDoctor of Philosophy (PhD), Computer Science, Doctor of Philosophy (PhD), Computer Science at Newcastle University
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Stackoverflow

Stats
386reputation
21kreached
4answers
7questions
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Github Skills (79)

python10
wave10
muon10
audio-capture10
waveform10
numpy10
audio10
music10
reduction10
xamarin-forms10
csharp10
pcl10
xamarin10
rest9
api9

Programming languages (11)

C#TypeScriptCoffeeScriptC++VueJavaScriptHTMLVim script

Github contributions (5)

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jawrainey/GabberMobile

Jun 2016 - May 2019

Xamarin Gabber mobile applications with native UIs
Contributions:564 commits, 18 PRs, 66 pushes in 2 years 10 months
gabberandroidaudiopclcsharp
ideafast/stack

Jun 2020 - Apr 2021

Docker stack for deploying WP3 services
Contributions:2 reviews, 38 commits, 12 PRs in 10 months
deployingzammadwordpresssnipe-itdocker
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Jay Rainey - Gen AI Research Engineer at NatWest Group