Helical Brew

#25 - The Machine Learning Blueprint: AI Architecture with G. Tony Reina


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▶️ Hosts: Elizabeth Rodziewicz, Sura Hadi, Jeff Nagle, and Mike Ouren

🎙 Guest: G. Tony Reina | Head of Machine Learning, Exthymic

🔍 Episode Title: “The Machine Learning Blueprint: AI Architecture with G. Anthony Reina”

In the third episode of our AI Thought Leaders Series, we welcome AI architect and machine learning expert G. Tony Reina for a mind-expanding conversation on the evolution and impact of AI in biotech, diagnostics, and healthcare.

🔹 Why federated learning could be the key to safe data collaboration

🔹 The surprising history of machine learning - yes, even cavemen were doing it

🔹 Bottlenecks in AI scaling and why architecture matters more than ever

🔹 How AI is revolutionizing note-taking, diagnostics, and patient-doctor connection

From the labs of Intel to stealth-mode biotech, Tony brings a practical lens to what it means to build responsible, scalable AI systems - while keeping his sense of humor intact.

📅 Watch now to learn how AI is reshaping everything from scientific workflows to our next healthcare visit.

🔔 Subscribe for more conversations on AI, biotech, and the future of lab automation:

🎧 https://linktr.ee/helicalbrew💬 What’s the biggest AI myth you've heard in healthcare or biotech? Drop it below!

📌 TIMESTAMPS – NAVIGATE THE EPISODE

00:00 Welcome to Helical Brew – AI Thought Leaders Ep. 3

03:10 Meet Tony Reina – From Neuroscience to AI Architecture

10:00 Cavemen Were Doing Machine Learning?

13:20 What Most People Get Wrong About ML + AI

18:00 Federated Learning Explained

22:00 Solving Biopharma’s Data Bottleneck

30:00 Why Your Antibody Models Don’t Work (Yet)

39:00 Agents, Clippy, and AI Collaboration Tools

44:30 The Most Underrated AI Innovation in Healthcare

51:00 Can We Predict the Future of AI?

58:00 Bold Predictions + Picks of the Week

📌 NEED QUICK HIGHLIGHTS? WATCH OUR SHORTS:

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Helical BrewBy Sura Hadi | Mike Ouren | Elizabeth Rodziewicz