Deep Learning 7: Energy-based models



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Manifolds
Energy-based models
– definition
– GANs as energy-based models
– clustering as an energy-based model
– softmax and softmin
– exact likelihood
Contrastive-divergence approaches
Boltzmann machines
– definition
– restricted and deep Boltzmann machines
Score-based approaches
– Langevin dynamics
– score-matching and denoising diffusion

#manifolds #EBMs #Langevin #deeplearning #energymodels #MCMC #dynamics #DDPM #Boltzmann #RBM #DBM #softmax #scorematching #denoising #diffusion

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2 Comments

Khalid Saifullah

Thanks for sharing the Feynman technique, I'll definitely try it…😊

Julian Lopez

Awesome content, thank you very much for making it public and accessible to all. Thanks a lot !!

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