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Structure of Neural Networks, Feedforward/feedback. Learning Methods As Parameter Estimation. Relation to Adaptive Methods In Control, Signal Processing and Classification. Special Characteristics of Neural Networks. Supervised, Reinforced And Unsupervised Learning. Neuro-controllers Distant Teacher Problem. Classifiers For Diagnostics Representation Issues.

Faculty: Mechanical Engineering
|Undergraduate Studies |Graduate Studies

Pre-required courses

35039 - Signal Processing For Vibrations and Dia or 35188 - Control Theory

Course with no extra credit

46195 - Machine Learning

• Artificial neural networks : theory and applications - Patterson, Dan W.
• Deep learning - Goodfellow, Ian
• Neural networks : a comprehensive Foundation - Haykin, Simon S.,
• Neural networks : a comprehensive foundation - Haykin, Simon S.,
• Neural networks and learning machines - Haykin, Simon S.,
• Neural networks for control
• Neural networks for modelling and control of dynamic systems : a practitioner's handbook
• Neural networks for pattern recognition - Bishop, Christopher M.
• Pattern classification - Duda, Richard O.