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Artificial neural networks
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Selected sections from Pattern Recognition and Machine Learning (Bishop)
-- February 22 - Simple Perceptrons for Classification --
-- March 1 - Backprop and Multilayer Perceptron --
-- March 8 - Statistical Classification by deep networks --
-- March 15 - Regularization and Tricks of the Trade in deep networks --
-- March 22 - Error landscape and optimization methods for deep networks --
-- March 29 - Recurrent Neural Networks --
-- April 5 - Reinforcement Learning and SARSA --
-- April 20 - Convolutional Neural Networks --
-- April 19,26 - Easter break, no class --
-- May 3 - TD Learning and Continuous Space --
-- May 10 - Policy gradient algorithms --
-- May 17 - Use Cases of Deep Reinforcement Learning --
-- May 24 - Deep Reinforcement Learning --
-- June 1 - Reinforcement Learning and the Brain --
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Selected sections from Pattern Recognition and Machine Learning (Bishop)
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