Aayush Kumar is a software engineer and researcher with nine years of experience blending applied machine learning, full‑stack development, and production operations. He holds an MS in Computer Science from UMBC and has published work on quantized large language models, focusing on explainability and mental health datasets. Aayush has built scalable web backends on AWS (Lambda, S3, DynamoDB) and modern frontends with Vue.js/NUXT, and has implemented GraphQL APIs and CI/CD pipelines for clients including Apple and startups. His hands-on ML work spans ASR fine-tuning, multimodal learning, diffusion models, and generative data augmentation, often integrating models directly into production pipelines. Career moves between research labs, internships, and industry roles show a pragmatic habit of shipping end-to-end systems while keeping one foot in cutting‑edge LLM and robustness research. Based in Arbutus, MD, he pairs academic rigor with operational experience—e.g., turning thesis findings into deployed services and cost‑efficient cloud architectures.
9 years of coding experience
+2, MPC, +2, MPC at Narayana Junior College , Nallakunta
Diploma of Education, Chinese Language and Literature, Diploma of Education, Chinese Language and Literature at National Kaohsiung Normal University
Bachelor of Technology - BTech, Information Technology, Bachelor of Technology - BTech, Information Technology at SRM University
UMBC
Matriculation, PCMB, Matriculation, PCMB at Johnson Grammar School ICSE & IB
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