Deep Learning 7: Energy-based models

Slides: cwkx.github.io/data/teaching/...
Colab: colab.research.google.com/gis...
Twitter: / cwkx
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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

[@Hysterions]

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

[@khalidsaifullaah]

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

[@mk_upo]

Great! Thanks

[@AymenSekhri-gw8wh]

Good Explanation, thank you so much

[@benmiss1767]

Very very useful and informative thank you very much!

[@mohammadnadeem839]

i am the 2k th person added in your subscriber list