Stanford Seminar – Efficient and Resilient Systems in the Cognitive Era

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Overview

Stanford Seminar - Efficient and Resilient Systems in the Cognitive Era is an advanced seminar designed for professionals, researchers, and students interested in the cutting-edge challenges of building computing systems that are both highly efficient and resilient in the age of cognitive technologies.This seminar explores the intersection of artificial intelligence, machine learning, and system design, focusing on creating architectures that can adapt, learn, and maintain performance under varying conditions and potential failures. Topics include fault tolerance, resource optimization, energy efficiency,...

Syllabus

Introduction. Pradip Bose's IBM Genealogy. IBM Research: A History of Progress. A New Era of Computing.... System Architectural Vision for the Cognitive Era. From Swarm Intelligence to Adaptive Swarm Intelligence. DSSOC SELECTED PARTICIPANTS. Cooperative Sensor Fusion: A Key Technical Challenge. Constructing the EPOCHS Reference Application (ERA). Optimized Hardware for Embedded Al. Achieving High Performance and Energy Efficiency: Significant Technical Challenge. Aggressive GPU Under-Volting Below Vmin. Statistical modeling of errors in memory. (DARPA DSSOC) IBM-led EPOCHS: Key Focus Areas Programmability, Efficiency, Modularity, Scalability.