
Healthcare AI
Medical Diagnosis Multi-Agent System
Diagnostic system with Llama2 13B reducing hallucination by 96% using transformer-based validation.
Project Overview
Built a comprehensive medical diagnosis system using Llama2 13B that significantly reduces hallucination through advanced validation techniques and chain-of-thought prompting.
Implemented a hybrid RAG (Retrieval-Augmented Generation) architecture with LlamaIndex that processes medical documents, pioneering RAG implementation in 2023 before it became mainstream in the AI community.
Researched novel validation techniques for medical LLM applications, focusing on ensemble methods and confidence scoring to improve diagnostic accuracy and safety.
Technologies Used
Llama2LlamaIndexRAGPyTorchMedical NLPEnsemble MethodsChain-of-Thought
Project Details
Client
Personal Project
Timeline
2023
Role
Research Engineer
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