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Stanford University

Stanford Seminar - Efficient and Resilient Systems in the Cognitive Era

Stanford University via YouTube

Overview

This course aims to teach students about efficient and resilient systems in the cognitive era. The learning outcomes include understanding system architectural vision for the cognitive era, cooperative sensor fusion, optimized hardware for embedded AI, achieving high performance and energy efficiency, and statistical modeling of errors in memory. The course covers individual skills such as swarm intelligence, adaptive swarm intelligence, and aggressive GPU under-volting. The teaching method involves lectures and discussions. The intended audience for this course is individuals interested in advanced computer systems and emerging technologies.

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.

Taught by

Stanford Online

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