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
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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
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#AI #LLM #HealthcareAI #MedicalCoding #AIAgents #DataScience #MachineLearning #healthcare
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Disclaimer: Content is for educational purposes only and does not constitute medical advice.