Amardeep Kumar
Machine Learning Engineer at DoorDash
New York, New York, United States
Summary
👤
Senior🎓
Top SchoolAmardeep Kumar is a Machine Learning Engineer with 13 years of experience building production-grade AI systems, currently focused on GenAI platform foundations at DoorDash in New York. He specializes in taking research ideas to scale—designing retrieval-augmented systems, efficient LLM fine-tuning and serving pipelines, and CI/CD-backed microservices using Docker, Kubernetes, Kafka and Redis. Previously he was the first AI hire at PineGap.ai where he architected an agentic RAG framework and optimized inference with quantization, LoRA and vLLM for finance use cases, and at Instabase he improved inference latency by 40% through an async model serving platform. His background spans applied NLP, entity embeddings for forecasting, and model-drift detection, reflecting a rare mix of research depth and systems engineering. A self-described “data freak and CLI lover,” he pairs rigorous MS-level training from Courant with hands-on, end-to-end delivery in both startups and large tech environments.
13 years of coding experience
3 years of employment as a software developer
Bachelor of Technology - BTech, Computer Science, Bachelor of Technology - BTech, Computer Science at Indian Institute of Technology (Indian School of Mines), DhanbadMaster of Science - MS, Computer Science, Master of Science - MS, Computer Science at Courant Institute of Mathematical SciencesKendriya Vidyalaya SangathanSenior secondary education, Physics, Chemistry, Maths, Senior secondary education, Physics, Chemistry, Maths at Hope Hall Foundation School
Github Skills (17)
tezos9
react7
wallet7
blockchain6
programming-language6
compiler5
interpreter5
electron5
jekyll3
nautilus2
linux1
python1
bash1
odk1
frontend1
Programming languages (5)
Github contributions (5)
amardeepio/landingpage
Nov 2023 - Nov 2023
Contributions:57 PRs, 63 pushes, 7 tags in 3 days
amardeep-programmer/shell_scripts
Feb 2018 - Jul 2018
Contributions:8 commits, 12 pushes, 1 branch in 5 months
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