Martin Ferianc
Machine Learning Engineer at G-Research
London, England, United Kingdom
Summary
👤
Senior🎓
Top SchoolMartin Ferianc is a Machine Learning Engineer based in London with a PhD from UCL and a decade of hands-on experience bridging Bayesian research and production ML systems. Currently at G-Research, he focuses on large-scale distributed training and low-latency inference for quantitative finance, combining PyTorch expertise with high-performance profiling and time-series know-how. His background spans industrial placements at ARM, AWS and FPGA acceleration projects, giving him uncommon fluency in both software-hardware co-design and model quantisation for resource-constrained deployments. At Helsing he led robustness tooling for video models—building augmentation and annotation systems that multiplied dataset scale and slashed labeling time. He publishes in top workshops and has translated research into patents and open-source contributions, often emphasizing uncertainty quantification and reliable AI. Martin’s work sits at the intersection of principled Bayesian methods and practical optimisation, enabling safer, faster ML in production.
10 years of coding experience
3 years of employment as a software developer
Summer School: The Machine Learning Summer School, Machine Learning, Summer School: The Machine Learning Summer School, Machine Learning at Telkom UniversityMEng. Electronic and information Engineering, Computer Engineering, MEng. Electronic and information Engineering, Computer Engineering at Imperial College LondonSummer School: Deep|Bayes, Machine Learning, Summer School: Deep|Bayes, Machine Learning at Higher School of EconomicsThe University of Hong Kong (HKU)University College LondonSummer School: The Oxford Machine Learning Summer School, Machine Learning, Summer School: The Oxford Machine Learning Summer School, Machine Learning at University of OxfordSummer School: Finding Nano, Nanotechnology & Nano-electronics, Summer School: Finding Nano, Nanotechnology & Nano-electronics at Technical University of MunichSummer School: Paris artificial intelligence summer school, Artificial Intelligence, Summer School: Paris artificial intelligence summer school, Artificial Intelligence at INRIASummer School: CIFAR DLRL, Machine Learning, Summer School: CIFAR DLRL, Machine Learning at Mila - Quebec Artificial Intelligence InstituteNorwegian University of Science and TechnologyHigh School Diploma, Physics, Mathematics, English B, Slovak A, History, Computer Science, High School Diploma, Physics, Mathematics, English B, Slovak A, History, Computer Science at International BaccalaureateSummer School: The Machine Learning Summer School, Machine Learning, Summer School: The Machine Learning Summer School, Machine Learning at Max Planck Institute for Intelligent Systems
English, Slovak, German, Czech
Stackoverflow
3reputation
330reached
0answers
1question
Github Skills (75)
python10
lightning10
artificial-intelligence10
pytorch10
lifecycle10
flops10
ai9
multi-objective-optimization9
optuna9
deep-learning9
infrastructure9
hyperparameters9
scaling9
machine-learning9
data-science9
Programming languages (6)
Github contributions (5)
fexter-svk/ZSD
Jul 2016 - Sep 2016
Contributions:1 release, 185 pushes, 2 branches in 2 months
martinferianc/C90Compiler-EIE2
Mar 2017 - Jul 2019
Contributions:9 commits, 7 pushes in 2 years 4 months
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