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Zach Mueller
Leads Accelerate at Hugging Face, helping people scale ML systems from solo scripts to scalable systems. Teaches a course on large-scale training.
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Jul 18, 2025
• 41min
Episode 54: Scaling AI: From Colab to Clusters — A Practitioner’s Guide to Distributed Training and Inference
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Zach Mueller, who leads Accelerate at Hugging Face, shares his expertise on scaling AI from cozy Colab environments to powerful clusters. He explains how to get started with just a couple of GPUs, debunks myths about performance bottlenecks, and discusses practical strategies for training on a budget. Zach emphasizes the importance of understanding distributed systems for any ML engineer and underscores how these skills can make a significant impact on their career. Tune in for actionable insights and demystifying tips!
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