MLE Path

MLE Path

Hosted by: Ilya Reznik

Join MLE Path, the podcast that explores what it truly means to grow and thrive as a machine learning engineer. Hosted by an industry veteran with over 14 years of experience—including leadership roles at Adobe,...

All Episodes

Episodes

Valerii Babushkin - Mastering ML Careers & System Design

In this episode, Valerii Babushkin, Senior Director at BP and former Meta E7, shares insights on career transitions, ML system design, and navigating high-level IC and management roles. He discusses why he moved...
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Ville Tuulos - The Art of Machine Learning Timing, Tools, and User Empathy

In this episode, we sit down with Ville Tuulos, CEO of Outer Bounds and creator of Metaflow, to discuss why machine learning is so hard—and how to make it easier. Ville shares his journey from training neural networks...
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Kevin Van Horn - Following Jaynes and Why Fundamentals Matter

Dr. Kevin S. Van Horn joins the podcast to discuss Bayesian probability, ML optimization, and lessons from his career. He shares insights on NP-hard problems in ML, Bayesian methods, and how to ensure success in ML...
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Rebecca Bilbro - Open source, entrepreneurship, and 14 years in ML

Dr. Rebecca Bilbro shares her unique journey through data science and machine learning. We explore the value of blending unusual skill sets, fostering collaboration, and maintaining control in her career. Rebecca also...
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