Rishabh Saini

Machine Learning Engineer at Red Hat

Old Toronto, Ontario, Canada
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Summary

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Senior
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Rishabh Saini is a Machine Learning Engineer with 11 years of experience blending systems engineering, cloud-native software, and ML inference work. Currently at Red Hat, he contributes to LLM inference stacks like llm-d and vLLM while also improving OS update mechanics for OpenShift, reflecting a rare cross-domain fluency between low-level platform engineering and large-model deployment. His background spans telecommunications simulation, memristor-aware neural research, and production-grade open-source contributions (notably to ostree and rpm-ostree), where his enhancements reduced redundant upgrade downloads by 39% across tens of thousands of nodes. A University of Toronto alum with strong C++ and Python skills, he combines algorithmic rigor with pragmatic engineering—often turning research prototypes into scalable, real-world systems.
code11 years of coding experience
job3 years of employment as a software developer
bookHigh School Diploma, Mathematics, High School Diploma, Mathematics at International Baccalaureate
bookHonors Bachelor of Applied Science - HBASc, Computer Engineering, 3.61 / 4.00, Honors Bachelor of Applied Science - HBASc, Computer Engineering, 3.61 / 4.00 at University of Toronto
bookInternational Baccalaureate (IB) Diploma Program, International Baccalaureate (IB) Diploma Program at Gandhi Memorial Intercontinental School
languagesEnglish, Hindi, Indonesian
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Github Skills (73)

tooling10
openshift-origin10
coreos10
paas10
continuous-testing10
centos10
continuous-delivery10
signing10
location10
api10
ostree10
continuous-deployment10
kubernetes10
continuous-integration10
openshift10

Programming languages (7)

ShellC++RustCGoJupyter NotebookPython

Github contributions (5)

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RishabhSaini/ostree-rs-ext

Oct 2022 - Jul 2023

Rust library with higher level APIs on top of the core ostree API
Contributions:10 PRs, 87 pushes, 12 branches in 8 months
apirust-libraryrustostreeon-top
RishabhSaini/rpm-ostree

Jul 2022 - Aug 2023

⚛📦 Hybrid image/package system with atomic upgrades and package layering
Contributions:76 pushes, 8 branches in 1 year
hybrid-imagelayeringhybridatomicupgrades
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Rishabh Saini - Machine Learning Engineer at Red Hat