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

Link to the Medical Coder AI Program mentioned in the video:
https://www.skycatcher.ai/resources/get/medical-coder-llm

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.

Видео How To Automate Medical Coding Using AI Agents (Run Offline and Keep Data Private) канала Health AI with Dr. Warren Hsu