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Harini Kv
Mid-level AI/ML Engineer specializing in GenAI, NLP, and MLOps
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About
GenAI/data engineering practitioner with production experience across Equinix, Optum, and Citibank—built an Azure OpenAI (GPT-4) + LangChain document intelligence platform processing 1.5M+ docs/month and a HIPAA-compliant Airflow healthcare pipeline handling 5M+ claims/day. Also delivered a real-time fraud detection + explainability system using LightGBM and a fine-tuned T5 NLG component, improving fraud accuracy by 15%+ while partnering closely with compliance stakeholders.
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Key Strengths
- Built and deployed enterprise GenAI document intelligence platform processing 1.5M+ documents/month
- Scaled LLM services using AKS and containerized inference APIs
- Implemented security controls for sensitive enterprise data (Key Vault, TLS, RBAC, monitoring/logging) with GDPR compliance practices
- Designed HIPAA-compliant healthcare data platform orchestrating daily Airflow ETL for 5M+ claims
- Improved workflow reliability with Airflow retries (exponential backoff), dependency management, and monitoring
- Used user feedback loops + fine-tuning + prompt iteration to improve summarization quality (12% BLEU, 11% ROPE)
- Delivered real-time fraud detection with LightGBM and explainable NLG using fine-tuned T5; improved fraud accuracy 15%+
- Effective collaboration with non-technical compliance stakeholders via workshops, iterative UAT, and clear communication
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