Ayman Boustati

Machine Learning Scientist at Amazon

London, England, United Kingdom
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Summary

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Ayman Boustati is a Machine Learning Scientist at Amazon with 11 years of experience bridging probabilistic research and applied ML. He earned a PhD in probabilistic machine learning from the University of Warwick and translated that expertise into product-focused roles at causaLens and Amazon, working on causal and predictive systems. His background includes research stints at The Alan Turing Institute and industry collaborations (PROWLER.io), reflecting a strong track record of moving novel probabilistic methods into real-world deployments. He combines deep probabilistic modeling, operational research and statistics with practical engineering to deliver interpretable, production-ready ML. Based in London, he has a habit of pairing academic rigor with startup-speed iteration, making him equally comfortable publishing papers and shipping features.
code10 years of coding experience
job6 years of employment as a software developer
bookSummer Programme, A, Summer Programme, A at University of California, Berkeley
bookHigher Education Foundation Programme, Science and Engineering, Distinction, Higher Education Foundation Programme, Science and Engineering, Distinction at Warwickshire College
bookHigh School Diploma, Distinction, High School Diploma, Distinction at International School of Choueifat, Damascus
bookMaster’s Degree, Mathematics for Real-World Systems, Distinction, Master’s Degree, Mathematics for Real-World Systems, Distinction at University of Warwick
languagesEnglish, Arabic, French
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Github Skills (18)

bayesian-statistics10
manifold10
gaussian-processes10
information-theory10
stochastic-processes10
gpflow10
gaussian10
variational-inference9
deep-learning8
tensorflow8
machine-learning8
jekyll5
ml5
stochastic4
variational-autoencoder3

Programming languages (2)

Jupyter NotebookPython

Github contributions (5)

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aboustati/robust-smc

Oct 2019 - Jun 2020

Contributions:27 commits in 7 months
aboustati/dgplib

Nov 2017 - Sep 2019

Library for Deep Gaussian Processes based on GPflow
Contributions:156 commits, 18 PRs, 96 pushes in 1 year 9 months
gpflowdeep-learningmachine-learninggaussiangaussian-processes
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Ayman Boustati - Machine Learning Scientist at Amazon