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Deep Learning A-Z™: Boltzmann Machines - Module 5

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Kirill Eremenko

Deep Learning A-Z™: Boltzmann Machines -

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© SuperDataScienceDeep Learning A-Z
© SuperDataScienceDeep Learning A-Z
© SuperDataScienceDeep Learning A-Z What we will learn in this section: • The Boltzmann Machine • Energy-Based Models (EBM) • Restricted Boltzmann Machine (RBM) • Contrastive Divergence (CD) • Deep Belief Networks (DBN) • Deep Boltzmann Machines (DBM)
© SuperDataScienceDeep Learning A-Z
© SuperDataScienceDeep Learning A-Z Used for Regression & ClassificationArtificial Neural Networks Used for Computer VisionConvolutional Neural Networks Used for Time Series AnalysisRecurrent Neural Networks Used for Feature DetectionSelf-Organizing Maps Used for Recommendation SystemsDeep Boltzmann Machines Used for Recommendation SystemsAutoEncoders SupervisedUnsupervised
© SuperDataScienceDeep Learning A-Z
© SuperDataScienceDeep Learning A-Z Hidden Nodes VisibleN odes
© SuperDataScienceDeep Learning A-Z Image Source: nuclear-power.net
© SuperDataScienceDeep Learning A-Z Hidden Nodes VisibleN odes
© SuperDataScienceDeep Learning A-Z
© SuperDataScienceDeep Learning A-Z
© SuperDataScienceDeep Learning A-Z
© SuperDataScienceDeep Learning A-Z
© SuperDataScienceDeep Learning A-Z Hidden Nodes VisibleN odes
© SuperDataScienceDeep Learning A-Z
© SuperDataScienceDeep Learning A-Z A Tutorial on Energy-Based Learning By Yann LeCun et al. (2006) Link: http://yann.lecun.com/exdb/publis/pdf/lecun-06.pdf Additional Reading:
© SuperDataScienceDeep Learning A-Z Mr. Nobody (film) By Jaco Van Dormael (2009) Link: http://www.imdb.com/title/tt0485947/ Additional Reading:
© SuperDataScienceDeep Learning A-Z
© SuperDataScienceDeep Learning A-Z Hidden Nodes VisibleN odes
© SuperDataScienceDeep Learning A-Z Hidden Nodes Visible Nodes
© SuperDataScienceDeep Learning A-Z Movie 1 Movie 2 Movie 3 Movie 4 Movie 5 Movie 6 Hidden Nodes Visible Nodes
© SuperDataScienceDeep Learning A-Z Movie 1 Movie 2 Movie 3 Movie 4 Movie 5 Movie 6 Genre B Genre C Genre D Genre EGenre A Hidden Nodes Visible Nodes
© SuperDataScienceDeep Learning A-Z Genre D Movie 1 Movie 2 Movie 3 Movie 4 Movie 5 Movie 6 Genre BGenre A Hidden Nodes Visible Nodes Award YGenre C Genre EActor X Director Z
© SuperDataScienceDeep Learning A-Z Action Drama Romance HorrorDrama Hidden Nodes Visible Nodes Dicaprio Oscar Tarantino
© SuperDataScienceDeep Learning A-Z The Matrix Fight Club Forrest Gump Pulp Fiction Titanic The Departed Action Drama Romance HorrorDrama Hidden Nodes Visible Nodes Dicaprio Oscar Tarantino 0 1 0 1
© SuperDataScienceDeep Learning A-Z The Matrix Fight Club Forrest Gump Pulp Fiction Titanic The Departed Action Drama Romance HorrorDrama Hidden Nodes Visible Nodes Dicaprio Oscar Tarantino 0 1 0 1
© SuperDataScienceDeep Learning A-Z The Matrix Fight Club Forrest Gump Pulp Fiction Titanic The Departed Action Drama Romance HorrorDrama Hidden Nodes Visible Nodes Dicaprio Oscar Tarantino 0 1 0 1
© SuperDataScienceDeep Learning A-Z The Matrix Fight Club Forrest Gump Pulp Fiction Titanic The Departed Action Drama Romance HorrorDrama Hidden Nodes Visible Nodes Dicaprio Oscar Tarantino 0 1 0 10 1
© SuperDataScienceDeep Learning A-Z
© SuperDataScienceDeep Learning A-Z
© SuperDataScienceDeep Learning A-Z Hidden Nodes Visible Nodes
© SuperDataScienceDeep Learning A-Z …
© SuperDataScienceDeep Learning A-Z Energy Data Space
© SuperDataScienceDeep Learning A-Z …
© SuperDataScienceDeep Learning A-Z Energy Data Space
© SuperDataScienceDeep Learning A-Z Energy Data Space
© SuperDataScienceDeep Learning A-Z Energy Data Space
© SuperDataScienceDeep Learning A-Z A fast learning algorithm for deep belief nets By Geoffrey Hinton et al. (2006) Link: https://www.cs.toronto.edu/~hinton/absps/fastnc.pdf Additional Reading:
© SuperDataScienceDeep Learning A-Z Notes on Contrastive Divergence By Oliver Woodford (2012?) Link: http://www.robots.ox.ac.uk/~ojw/files/NotesOnCD.pdf Additional Reading:
© SuperDataScienceDeep Learning A-Z
© SuperDataScienceDeep Learning A-Z Hidden Nodes VisibleN odes
© SuperDataScienceDeep Learning A-Z Greedy Layer-Wise Training of Deep Networks By Yoshua Bengio et al. (2006) Link: http://www.iro.umontreal.ca/~lisa/pointeurs/BengioNips2006All.pdf Additional Reading:
© SuperDataScienceDeep Learning A-Z The wake-sleep algorithm for unsupervised neural networks By Geoffrey Hinton et al. (1995) Link: http://www.gatsby.ucl.ac.uk/~dayan/papers/hdfn95.pdf Additional Reading:
© SuperDataScienceDeep Learning A-Z
© SuperDataScienceDeep Learning A-Z
© SuperDataScienceDeep Learning A-Z Hidden Nodes VisibleN odes
© SuperDataScienceDeep Learning A-Z Deep Boltzmann Machines By Ruslan Salakhutdinov et al. (2009?) Link: http://www.utstat.toronto.edu/~rsalakhu/papers/dbm.pdf Additional Reading:

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