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How To Automate Medical Coding Using AI Agents (Run Offline and Keep Data Private)

Health AI with Dr. Warren Hsu

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How To Automate Medical Coding Using AI Agents (Run Offline and Keep Data Private)

1 091 просмотр · 5 мес. назад
Health AI with Dr. Warren Hsu
36 подписчиков
1 091 просмотр · 5 мес. назад
Link to the Medical Coder AI Program mentioned in the video: https://www.skycatcher.ai/resources/g... In this video, I build an AI-powered medical coding system using LLMs and agent workflows. Instead of focusing on flashy “AI doctor” demos, we look at a real-world healthcare problem that costs hospitals and clinicians massive amounts of time: medical coding. We’ll cover: What medical coding is Why it matters in healthcare Why traditional ML approaches struggled How LLMs and AI agents change the game Building a working medical coding pipeline This is a practical healthcare AI project combining: Healthcare + Data Science + LLM Engineering ⏱️ Timestamps 00:00 Intro — The real AI opportunity in healthcare 00:23 What medical coding is 01:18 Why medical coding matters 01:45 The problem with manual coding 02:30 My failed ML approach during PhD 03:15 Why LLMs changed everything 04:05 Designing the AI medical coding workflow 05:10 Building the coding pipeline 06:25 Demo of the medical coding system 08:00 Using LLMs for code prediction 09:59 Results and observations 11:10 Limitations and challenges 12:05 Future of AI in healthcare admin tasks 12:45 Final thoughts Link to the Symphony for Medical Coding paper: https://arxiv.org/abs/2603.29709 If you enjoy content on Healthcare AI, LLMs, AI Agents, and Data Science, consider subscribing. #AI #LLM #HealthcareAI #MedicalCoding #AIAgents #DataScience #MachineLearning #healthcare --- Disclaimer: Content is for educational purposes only and does not constitute medical advice.