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Phani K
Mid-level AI/ML Engineer specializing in GenAI, NLP, and healthcare-financial ML
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About
ML/AI engineer with hands-on experience shipping healthcare AI systems, including an oncology risk prediction platform and RAG-based clinical decision support tools. Stands out for combining clinical domain context with strong production engineering across Spark, FastAPI, AWS SageMaker, monitoring, evaluation, and safety guardrails.
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Key Strengths
- End-to-end ownership of production ML systems
- Healthcare AI and clinical decision support expertise
- Built oncology risk prediction system with ~50% accuracy improvement
- Production deployment and monitoring on AWS SageMaker
- Strong data engineering for messy EMR and lab data
- RAG-based GenAI implementation for dynamic clinical knowledge
- Quality and safety evaluation with domain-expert validation
- Optimization of latency-cost-quality tradeoffs in production RAG systems
- Python service architecture and API design with FastAPI
- Testing and CI/CD practices that improved reliability and release speed
- Drove engineering standardization that reduced onboarding time and production issues
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