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Vamsi Krishna
Senior Machine Learning Engineer specializing in MLOps and Generative AI
Austin, TXAI/ML Engineer7 years experienceSeniorSaaSTechnologyArtificial Intelligence
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About
Built and deployed a production generative-AI copilot at Tungsten that automates invoice/form extraction template creation, reducing weeks of manual model-building work. Combines fine-tuned LLMs (PyTorch/HuggingFace) with OpenCV layout grounding to reduce hallucinations, and runs an end-to-end Kubeflow-based MLOps pipeline with drift monitoring, canary releases, and automated retraining.
Experience
AI/ML EngineerTungsten Automation
Data ScientistSigma Infosolutions Ltd.
Big Data EngineerSigma Infosolutions Ltd.
Associate Data EngineerZentek Infosoft
Education
University of Central Missourimaster, Bigdata Analytics and IT (2024)
JUNTH College of Engineeringbachelor, Metallurgical Engineering (2018)
Key Strengths
- Built and deployed a production generative-AI copilot for document extraction/template automation
- Strong LLM hallucination mitigation via grounded hybrid LLM + OpenCV layout pipeline
- End-to-end MLOps orchestration with Kubeflow (ingestion, GPU training, eval, drift checks, canary deploys, retraining)
- Rigorous reliability approach: component contracts, unit tests, golden/edge-case eval suites, continuous metric tracking
- Pragmatic model/retrieval/prompt selection based on constraints and failure modes
- Effective collaboration with non-technical stakeholders using prototypes and translation of business needs into measurable ML requirements
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