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Vedasahaja bandi
Mid-level AI Engineer specializing in NLP, computer vision, and healthcare analytics
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About
Data scientist who has built production LLM agents (GPT-4o + LangChain + RAG) to automate analyst-style ad hoc CSV analysis with guardrails and GPT-as-a-judge evaluation. Also delivered an explainable healthcare NLP system for ICD code classification by collaborating closely with clinicians, using a hybrid rule-based decision tree + BERT model to reach 97% accuracy and cut manual review time.
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Key Strengths
- Built and deployed an LLM-powered data analysis agent for CSV Q&A, summaries, insights, and visualizations
- Practical hallucination mitigation using context-only prompting, 'I don’t know' fallback, and guardrails
- Implemented evaluation workflow with sample test data plus GPT-as-a-judge
- Hands-on AI agent orchestration experience (LangChain, CrewAI, OpenAI Agents SDK)
- Strong reliability mindset: modular design, multi-level testing (workflow/state/edge cases), and metric-driven evaluation
- Delivered explainable healthcare NLP solution by partnering with clinicians; hybrid rules + BERT approach achieved 97% accuracy and reduced manual review time
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1 publication
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