AUAdvait User
@advaituser
Machine Learning Engineer building scalable cloud-native and edge ML systems.
United StatesWhat I'm looking for
I am a Machine Learning Engineer with 4+ years of experience designing and deploying production-grade systems that bridge research and real-world deployment. I specialize in cloud-native and edge ML solutions, computer vision, MLOps, and high-performance algorithm optimization, and have delivered systems that supported device inferencing and SaaS platforms contributing to significant non-dilutive funding.
My background includes research in stochastic algorithms for protein assembly, where I reduced simulation runtimes by 70%, and industry experience shipping backend services and monitoring tools at enterprise scale. I collaborate closely with cross-functional stakeholders to translate requirements into robust, reproducible, and maintainable systems.
Experience
Work history, roles, and key accomplishments
Member of Technical Staff
Triton Bio
Jun 2023 - Present (2 years 8 months)
Designed and deployed real-time multimodal ML pipelines for edge and cloud inferencing, productionized computer vision systems using SAM and DINO, and delivered SaaS data ingestion and visualization capabilities that contributed to $250K+ in non-dilutive funding.
SUResearch Assistant
Syracuse University
Oct 2022 - May 2024 (1 year 7 months)
Developed custom MCMC algorithms for large-scale protein network simulations, reducing runtime by 70%, and built vector embedding pipelines for protein topology similarity search to enable rapid clustering and analysis.
SUTeaching Assistant
Syracuse University
Aug 2023 - Dec 2023 (4 months)
Led tutorials for 150+ students on neural networks, transformers, and RAG, and assisted in student projects to improve end-to-end AI system quality and technical depth.
ACDesigned backend services and data models integrating 500+ heterogeneous sources to reduce discrepancies by 90%, built automated log analysis tools that cut RCA time by 15 hours/week, and delivered enterprise features using Spring Boot and PL/SQL.
Education
Degrees, certifications, and relevant coursework
SUSyracuse University
Master of Science, Computer Science
2022 - 2024
Grade: 3.7/4.0
Activities and societies: Research Assistant in Nangia Research Lab developing MCMC algorithms and embedding pipelines; Teaching Assistant for Introduction to Artificial Intelligence.
Master of Science in Computer Science with a thesis on stochastic algorithms for simulating protein assembly in biological cells; GPA 3.7/4.0.
University of Mumbai
Bachelor of Engineering, Computer Engineering
2016 - 2020
Grade: 7.5/10
Bachelor of Engineering in Computer Engineering with coursework and projects in software and systems; GPA 7.5/10.
Tech stack
Software and tools used professionally
Availability
Location
United StatesAuthorized to work in
Job categories
Skills
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