Ayush Nath
Senior Data Engineer
Germany
Summary
👤
Senior🎓
Top SchoolAyush Nath is a Senior Data Engineer based in Germany with nine years of hands-on experience building ML-driven perception and data platforms across robotics, research, and industry. He progressed from research on self- and semi-supervised learning and explainable AI at Fraunhofer IIS to productionizing models and pipelines at Orbem, where he advanced from Machine Learning Engineer to Senior Data Engineer. His background blends academic rigor (Master's in Informatics from TUM and CS training at Ashoka) with practical systems work—robot traversability, costmap generation for autonomous vehicles, and ML prototypes for invoice processing and signature verification. Comfortable across the stack, he pairs deep learning research insights with MLOps and scalable engineering practices, often turning prototype ideas into deployable products. A detail that sets him apart is his sustained focus on data efficiency and explainability, making models not just performant but interpretable for real-world robotics and enterprise use cases.
10 years of coding experience
4 years of employment as a software developer
High School, Science, Mathematics, 90.2%, High School, Science, Mathematics, 90.2% at Step By Step SchoolMaster's degree, Informatics, 1.8/1.0, Master's degree, Informatics, 1.8/1.0 at Technical University MunichPostgraduate Diploma in Advanced Studies and Research, Computer Science, 3.48/4.0, Postgraduate Diploma in Advanced Studies and Research, Computer Science, 3.48/4.0 at Ashoka University
Hindi, English
Github Skills (6)
semi-supervised-learning8
self-supervised-learning7
tsc7
classification5
ssl3
time-series3
Programming languages (2)
Github contributions (5)
Goschjann/ssltsc
Feb 2022 - Feb 2022
Codebase for the Paper "Deep Semi-supervised Learning (SSL) for Time Series Classification (TSC)" to appear at the ICMLA '21
Contributions:22 commits, 2 PRs, 10 pushes in 9 days
classificationsemi-supervised-learningssltime-seriestsc
nathayush/Sigver
Jul 2018 - Nov 2018
Contributions:12 commits, 9 pushes, 3 branches in 4 months
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