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ECE Purdue Boltzmann Law Physics to Computers: Overview
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Table of Contents available below.
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.
Table of Contents:
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.
Table of Contents:
ECE Purdue Boltzmann Law Physics to Computers L1.1: Boltzmann Law - State Space
ECE Purdue Boltzmann Law Physics to Computers: Overview
ECE Purdue Boltzmann Law Physics to Computers L1.2: Boltzmann Law - Boltzmann Law
ECE Purdue Boltzmann Law Physics to Computers L1.4: Boltzmann Law - Free Energy
ECE Purdue Boltzmann Law Physics to Computers L1.6: Summary - Unit 1
ECE Purdue Boltzmann Law Physics to Computers L2.5: Boltzmann Machines - Learning
ECE Purdue Boltzmann Law Physics to Computers L5.6: Summary - Units 4 & 5
ECE Purdue Boltzmann Law Physics to Computers L1.5: Boltzmann Law - Self-Consistent Field
ECE Purdue Boltzmann Law Physics to Computers: Epilogue
ECE Purdue Boltzmann Law Physics to Computers L1.3: Boltzmann Law - Shannon Entropy
ECE Purdue Boltzmann Law Physics to Computers L3.1: Transition Matrix - Markov Chain Monte Carlo
ECE Purdue Boltzmann Law Physics to Computers L4.1: Quantum Boltzmann Law - Quantum Spins
ECE Purdue Boltzmann Law Physics to Computers L4.4: Quantum Boltzmann Law - Two Q-bit System
ECE Purdue Boltzmann Law Physics to Computers L2.4: Boltzmann Machines - Inference
ECE Purdue Boltzmann Law Physics to Computers L3.6: Summary - Units 2 & 3
ECE Purdue Boltzmann Law Physics to Computers L3.4: Transition Matrix - Bayesian Networks
ECE Purdue Boltzmann Law Physics to Computers L5.4: Quantum Transition Matrix - State Space
ECE Purdue Boltzmann Law Physics to Computers L4.3: Quantum Boltzmann Law - Spin-Spin Interactions
ECE Purdue Boltzmann Law Physics to Computers L2.2: Boltzmann Machines - Orchestrating Interactions
ECE Purdue Boltzmann Law Physics to Computers L5.2: Quantum Transition Matrix - State Space
ECE Purdue Boltzmann Law Physics to Computers L4.5: Quantum Boltzmann Law - Quantum Annealing
ECE Purdue Boltzmann Law Physics to Computers L5.3: Quantum Transition Matrix - Grover Search
ECE Purdue Boltzmann Law Physics to Computers L5.5: Quantum Transition Matrix - Feynman Paths
ECE Purdue Boltzmann Law Physics to Computers L4.2: Quantum Boltzmann Law - One Q-bit System
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