AITopics | Konstantinos, Pitas

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Konstantinos, Pitas

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If you are looking for an answer to the question What is Artificial Intelligence? and you only have a minute, then here's the definition the Association for the Advancement of Artificial Intelligence offers on its home page: "the scientific understanding of the mechanisms underlying thought and intelligent behavior and their embodiment in machines."

However, if you are fortunate enough to have more than a minute, then please get ready to embark upon an exciting journey exploring AI (but beware, it could last a lifetime) …

PAC-Bayesian Margin Bounds for Convolutional Neural Networks - Technical Report

Konstantinos, Pitas, Davies, Mike, Vandergheynst, Pierre

arXiv.org Machine LearningDec-30-2017

Recently the generalisation error of deep neural networks has been analysed through the PAC-Bayesian framework, for the case of fully connected layers. We adapt this approach to the convolutional setting.

convolutional layer, deep learning, neural network, (17 more...)

arXiv.org Machine Learning

1801.00171

Genre: Research Report (0.50)

Technology:

Information Technology > Artificial Intelligence > Machine Learning > Neural Networks > Deep Learning (0.70)
Information Technology > Artificial Intelligence > Machine Learning > Learning Graphical Models > Directed Networks > Bayesian Learning (0.34)

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