🚑 ML in the Emergency Room with Ljubomir Buturovic

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The MLOps Podcast

Dean Pleban @ DagsHub

35 episodes

1 week ago

A podcast from DagsHub about bringing machine learning into the real world. Each episode features a conversation with top data science and machine learning practitioners, who'll share their thoughts, best practices, and tips for promoting machine learning to production

Technology

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🚑 ML in the Emergency Room with Ljubomir Buturovic

The MLOps Podcast

50 minutes 26 seconds

1 year ago

🚑 ML in the Emergency Room with Ljubomir Buturovic

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 🌎📈 Our world in data: https://ourworldindata.org/ 🚀 Profiles of the future: https://www.amazon.com/Profiles-Future-Arthur-C-Clarke-ebook/dp/B00BY7GITK ➡️ Ljubomir Buturovic on LinkedIn – https://www.linkedin.com/in/ljubomir-buturovic-798156/ ➡️ Ljubomir Buturovic on Twitter – https://x.com/ljbuturovic 🌐 Check Out Our Website! https://dagshub.com Social Links: ➡️ LinkedIn: https://www.linkedin.com/company/dagshub ➡️ Twitter: https://twitter.com/TheRealDAGsHub ➡️ Dean Pleban: https://twitter.com/DeanPlbn