ME4853 - Machine Learning Methods for Mechanical Engineering
Instructors: Prof. Yan Wang
and Prof. Surya Kalidindi
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Topics
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Regression & regularization
Artificial neural networks
Convolutional neural networks
Uncertainty and probabilistic reasoning
Bayesian belief network
Gaussian process & active learning
Markov chain & hidden Markov model
Unsupervised learning
Reinforcement Learning
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Labs
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Python basics
Python numerical libraries
Regression
Artificial neural network
Artificial neural network
Convolutional neural network
Project 1 Q & A
Gaussian process
Principal component analysis
Clustering
Project 2 Q & A
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