Sr. AI/ML engineer with 10+ years of experience building, deploying, and fine-tuning NLP and generative AI/LLM solutions (GPT/BERT, RAG, agents) across healthcare and enterprise environments. Strong Python expertise and hands-on delivery of production-grade AI systems using PyTorch, TensorFlow, Hugging Face, and LangChain/Llama/LlamaIndex.
Experienced in MLOps and cloud-native deployments across AWS, Azure, and GCP, including CI/CD with Docker and Kubernetes, model lifecycle automation, monitoring, and secure HIPAA-aligned implementations. Led multiple end-to-end initiatives including sentiment analysis, enterprise copilots, forecasting, and knowledge graph/RAG systems with measurable improvements in efficiency and customer outcomes.
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