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In this episode, I chat with Ljubomir Buturovic, VP of ML and Informatics at Inflammatix. We discuss using ML to diagnose infections and blood tests in the emergency room. We dive into the challenges of building diagnostic (classification) and prognostic (predictive) modes, with takeaways related to building datasets for production use cases. Join our Discord community: https://discord.gg/tEYvqxwhah --- Timestamps: 00:00 What is Inflammatix and how do they use ML7:32 Edge Device Deployment: The Future of Model Deployment21:16 Navigating Regulatory Submission for Medical Products 26:01 Evolution of Regulatory Processes in ML for Medical Applications30:18 Challenges and Solutions in ML for Medical Applications 34:00 The Future of AI in Clinical Care40:25 The Overrated Concept of Interpretability in AI and ML45:32 RecommendationsLinks ππ Our world in data: https://ourworldindata.org/ π Profiles of the future: https://www.amazon.com/Profiles-Future-Arthur-C-Clarke-ebook/dp/B00BY7GITK β‘οΈ Ljubomir Buturovic on LinkedIn β https://www.linkedin.com/in/ljubomir-buturovic-798156/ β‘οΈ Ljubomir Buturovic on Twitter β https://x.com/ljbuturovic π Check Out Our Website! https://dagshub.com Social Links: β‘οΈ LinkedIn: https://www.linkedin.com/company/dagshub β‘οΈ Twitter: https://twitter.com/TheRealDAGsHub β‘οΈ Dean Pleban: https://twitter.com/DeanPlbn