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Nov 21, 2024
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ECE 504 - Random Process Theory for Engineers3 Credit Hours
Theoretical and applied aspects of probability and random process. Course topics include measure and probability, stationary process, Poisson process, Gaussian process and Brownian motion, Markov process, renewal process, and empirical process and concentration. Students will also learn how theory can be applied to various application domains, including sampling complexity in machine learning, queuing in network, linear prediction, pricing in futures market, Markov decision process, and reinforcement learning.
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