Machine Learning (part II)

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Lectures A.Y. 2023/2024

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• Cartella Artificial Intelligence, Machine Learning e Computational Intelligence
• Cartella Foundations of Artificial Intelligence Methodologies
• Cartella Artificial Neural Networks and Hebbian Learning
• Cartella Hopfiled Neural Network
• Cartella Principal and Independent Component Analysis by Hebbian Learning
• Cartella Self Organizing Map
• Cartella Single Layer Neural Network
• Cartella Multi-Layer Neural Network
• Cartella Error Back-Propagation
• Cartella Radial Basis Functions NN
• Cartella Error Functions
• Cartella Optimization algorithms
• Cartella Regularization for NNs
• Cartella Optimization Strategies and Meta-Algorithms
• Cartella Convolutional Neural Networks
• Cartella Recurrent Neural Networks
• Cartella Autoencoders
• Cartella Representation learning
• Cartella Graphical Models
• Cartella Deep Generative Models
• Cartella Sampling Methods
• Cartella Reinforcement Learning
• Cartella Computational Intelligence
• Cartella Transformers
• Cartella Graph Neural Networks
• Cartella Generative Adversial Networks
• Cartella Diffusion Models

Lectures A.Y. 2022/2023

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

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

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