ECE Purdue Boltzmann Law Physics to Computers: Epilogue
Table of Contents available below.
This video is part of the course "Boltzman Law: Physics to Computers" taught by Sypriyo Datta at Purdue University. The course can be found on nanoHUB.org at https://nanohub.org/courses/bpc or on edX at https://www.edx.org/course/boltzmann-... .
This course uniquely connects three diverse fields using the unifying concept of a state-space with 2^N dimensions defined by N binary bits. We start from the seminal concepts of statistical mechanics like entropy, free energy and the law of equilibrium that have been developed with the purpose of describing interacting systems occurring in nature. We then move to the concept of Boltzmann machines (BM) which are interacting systems cleverly engineered to solve important problems in machine learning. Finally, we move to engineered quantum systems stressing the phenomenon of quantum interference which can lead to awesome computing power.
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