Prasanth Pagolu
ML Data Engineer
East Hertfordshire, England, United Kingdom
Summary
🤩
Rockstar🎓
Top SchoolPrasanth Pagolu is an ML Data Engineer and LLM specialist with 11 years of experience building production-ready models and MLOps pipelines across finance, pharma, and enterprise sectors. He’s delivered measurable efficiency gains—e.g., architecting continual learning for LLaMA-3.2-3B that achieved 97% parameter efficiency and slashed per-phase training costs from $800 to $100—by optimizing multi-GPU training and data pipelines for low-resource languages. At Sage he designs end-to-end SageMaker systems including feature stores, LLM monitoring, semantic search, and Bedrock agent integrations, bridging research-grade model work with robust cloud engineering. He combines deep hands-on skills (PyTorch, LoRA/QLoRA, vLLM, NCCL, CUDA) with reproducible MLOps (W&B artifacts, S3, SageMaker) to take prototypes to scalable deployments. Unusually, he pairs multilingual therapeutic dialogue work for African mental health initiatives with a strong background in Java enterprise systems, making him adept at both bleeding-edge model engineering and pragmatic production constraints. Based in East Hertfordshire, UK, he holds advanced data science training from Cambridge and an MSc in IT, bringing both academic rigor and long-term delivery experience.
11 years of coding experience
6 years of employment as a software developer
MSc, IT, MSc, IT at University of LiverpoolAdvanced Data Science Accelerator, Data Science, Advanced Data Science Accelerator, Data Science at University of CambridgeBCA, Computer Applications, BCA, Computer Applications at Osmania University
Github Skills (84)
integrate10
java10
lifecycle10
mlflow9
ai9
google-cloud-build9
annotations9
google-cloud-platform9
apache-spark9
python9
datasets9
eip9
apache-camel9
model-management9
microservices9
Programming languages (5)
Github contributions (5)
prashant2402/mlflow-helm
Mar 2021 - Mar 2022
Contributions:6 releases, 15 pushes, 10 tags in 11 months
prashant2402/config-server
Feb 2018 - Dec 2018
Contributions:23 pushes, 8 branches, 2 tags in 9 months
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