Built using #TorchEBM library! ๐ฅ
This example shows the basics; more details soon!
For training EBMs in #PyTorch:
Repo: github.com/soran-ghader...
Docs: soran-ghaderi.github.io/torchebm/
#EBM #OpenSource #DeepLearning #GenerativeAI
Watch this mini energy-based model learning a Gaussian mixture distribution! โจ
๐ This is the first model trained using #TorchEBM
- The probability density (blue colors) learned by the EBM sharpens around the white circles.
- Red dots get closer to the GM dist.
Link ๐
#EBM #GenerativeAI
soran-ghaderi.github.io/torchebm/lat...
#TorchEBM
โก Energy-Based Modeling library for PyTorch, offering tools for ๐ฌ sampling, ๐ง inference, and ๐ learning in complex distributions.
Getting Started
Start using TorchEBM in minutes with our quick installation and setup guide.
Getting Started
๐ Different quadratic forms in two variables show how different covariance matrices influence the shape of these forms.
I'll publish an intro to Hamiltonian mechanics and Monte Carlo on the #TorchEBM lib blog soon. #Hamiltonian #Sampling #EnergyBasedModels #MCMC #GenerativeAI