Aman Jain
Software Engineer 2 (Machine Learning) at Sirion
New Delhi, Delhi, India
Summary
👤
Senior🎓
Top SchoolAman Jain is a Machine Learning Engineer with 9 years of experience specializing in deep learning and computer vision, currently focused on production ML at Sirion. He has a strong track record building and scaling containerized inference pipelines—optimizing Stable Diffusion deployments with TensorRT and Triton for low-latency inference. Aman has engineered robust ML observability and data-quality systems using MLflow, Prometheus, and Grafana, and implemented structured logging and request tracing across microservices. His prior work includes accelerating GAN and segmentation models via TorchScript/FP16, ONNX/TensorRT optimizations, and deploying GPU-backed services on AWS SageMaker and TorchServe. He combines hands-on model optimization with practical MLOps—Airflow-driven data pipelines, Redis caching, FastAPI asynchronous flows, and end-to-end monitoring—making research models production-ready at scale. Based in New Delhi, he blends deep CV expertise with operational rigor to reduce latency and maintain reliability in real-world ML systems.
9 years of coding experience
4 years of employment as a software developer
Cambridge School, IndirapuramBachelor of Engineering - BE Computer Science, Bachelor of Engineering - BE Computer Science at The LNM Institute of Information Technology
Github Skills (38)
pointnet8
convolutional-neural-networks8
datasets7
pytorch-lightning7
segmentation7
arxiv7
point-cloud6
vue6
computer-graphics6
markov6
natural-language-processing6
machine-learning6
python6
classification6
mesh6
Programming languages (1)
Github contributions (5)
amanjain1397/arxiv-topic-modeling
Apr 2019 - Nov 2019
Topic Modeling on research papers' abstracts, harvested from arXiv e-print repository.
Contributions:8 commits, 2 PRs, 6 pushes in 6 months
nlparxivmachine-learningabstractstopic-modeling
amanjain1397/SNAPReddit
Apr 2019 - May 2020
Contributions:15 commits, 12 pushes, 1 branch in 1 year 1 month
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