Shruti Shrestha
Machine Learning Operation Engineer
Jacksonville, Florida, United States
Summary
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Senior🎓
Top SchoolShruti Shrestha is a Machine Learning Operation Engineer with 8 years of experience bridging deep learning research and production-grade MLOps, currently driving model deployment and data pipelines at VyStar Credit Union. She combines hands-on expertise in distributed training, PyTorch, Hugging Face, MLflow, and LangChain with cloud-native tooling (AWS/Azure, Docker, Kubernetes, Argo CD) to deliver scalable, reliable ML systems. Her background includes research on solar magnetogram super-resolution and GNNs for intrusion detection, plus applied wins like speeding GPU data pipelines with NVIDIA DALI and improving polyp segmentation accuracy through novel architectures. Comfortable moving models from prototype to production, she also has full-stack engineering roots—building recommendation and spam-detection systems that materially increased user engagement. Based in Jacksonville, FL, Shruti blends academic rigor with practical optimizations and a knack for shaving training and inference costs while preserving model performance.
8 years of coding experience
6 years of employment as a software developer
High School Degree, PHYSICAL SCIENCES, 11-12, High School Degree, PHYSICAL SCIENCES, 11-12 at United AcademySchool Level Certificate, Junior High/Intermediate/Middle School Education and Teaching, School Level Certificate, Junior High/Intermediate/Middle School Education and Teaching at Holy Vision H. S. SchoolGraduate Degree, Computer Science, Big Data and Machine Learning, Graduate Degree, Computer Science, Big Data and Machine Learning at Georgia State UniversityBachelor of Engineering - BE, Compute Engineering, Bachelor of Engineering - BE, Compute Engineering at Advanced College of Engineering and Management
Github Skills (60)
image-processing10
computer-vision10
data-augmentation10
nvidia-docker9
pytorch9
imaging9
python9
building-blocks9
audio-processing9
paddle9
opencv9
deep-learning9
image-augmentation9
jupyter-notebook8
deeplab8
Programming languages (3)
Github contributions (5)
shrutishrestha/POLYP_CCNET
May 2021 - Jul 2021
Contributions:78 commits in 2 months
shrutishrestha/DataScience
Nov 2021 - Aug 2022
Contributions:31 commits, 27 pushes, 1 branch in 9 months
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