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For more information about Stanford’s graduate programs, visit: https://online.stanford.edu/graduate-educationApril 23, 2026This seminar covers: • The practicalities of ultra-scale training• How 5D parallelism makes it possible to stretch a single run across massive GPU clusters• How Mixture-of-Experts architectures introduce new scaling dimensions and stability challenges, and the performance tuning and communication patterns that drive throughputUploaded 11-05-26Follow along with the seminar schedule. Visit: https://web.stanford.edu/class/cs25/Guest Speaker: Nouamane Tazi (Hugging Face)Instructors: • Steven Feng, Stanford Computer Science PhD student and NSERC PGS-D scholar• Karan P. Singh, Electrical Engineering PhD student and NSF Graduate Research Fellow in the Stanford Translational AI Lab• Michael C. Frank, Benjamin Scott Crocker Professor of Human Biology Director, Symbolic Systems Program• Christopher Manning, Thomas M. Siebel Professor in Machine Learning, Professor of Linguistics and of Computer Science, Co-Founder and Senior Fellow of the Stanford Institute for Human-Centered Artificial Intelligence (HAI) Learn more about your ad choices. Visit megaphone.fm/adchoices