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Saketh Kota
Mid-level Data Scientist / ML Engineer specializing in Generative AI, RAG, and MLOps
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About
Built and productionized a RAG-based LLM research assistant for biomedical and regulatory document search using Mixtral 7B on SageMaker, LangChain, and Milvus, cutting research time by ~40%. Has hands-on multi-cloud MLOps experience across AWS/Azure/GCP with Kubeflow/Airflow/Composer plus Terraform + ArgoCD, and applies rigorous evaluation/monitoring (latency, accuracy, hallucinations). Also partnered with a non-technical PM to deliver an insurance policy Q&A chatbot that reduced customer response time by 30%+.
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Key Strengths
- Built and deployed production RAG LLM research assistant for biomedical/regulatory docs
- Delivered measurable impact: ~40% reduction in research time
- Multi-cloud MLOps and deployment across AWS/Azure/GCP using Terraform + ArgoCD
- End-to-end ML pipeline orchestration with Kubeflow/Airflow/Composer
- Structured agent/workflow evaluation with stage-wise testing and real-time monitoring (latency, accuracy, hallucinations)
- Strong model/retrieval/prompting selection process using constraints + benchmarking
- Effective collaboration with non-technical stakeholders; delivered insurance chatbot reducing response time by 30%+
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