Machine Learning (part II)

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Lectures A.Y. 2023/2024

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• Folder Artificial Intelligence, Machine Learning e Computational Intelligence
• Folder Foundations of Artificial Intelligence Methodologies
• Folder Artificial Neural Networks and Hebbian Learning
• Folder Hopfiled Neural Network
• Folder Principal and Independent Component Analysis by Hebbian Learning
• Folder Self Organizing Map
• Folder Single Layer Neural Network
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Lectures A.Y. 2022/2023

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• Folder Artificial Intelligence and Machine Learning
• Folder Foundations of Machine Learning
• Folder Introduction to Artificial Neural Networks
• Folder Hebbian Learning
• Folder Hopfield Neural Network
• Folder Principal Component Analysis Neural Networks
• Folder Kohonen Map
• Folder Single Layer Neural Network
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• Folder Error Back-Propagation
• Folder Radial Basis Functions Neural Networks
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• Folder Optimization Algorithms
• Folder Regularization for NNs
• Folder Meta-Algorithms
• Folder Convolutional Neural Networks
• Folder Recurrent Neural Networks
• Folder Autoencoders
• Folder Representation learning
• Folder Graphical models
• Folder Deep Generative Models
• Folder Sampling methods
• Folder Reinforcement Learning
• Folder Soft Computing

Material (D.M. 752 del 30/06/2021)

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