Uncategorized


Dependent priors with pyro.random_module (2)
Clarification on enumeration for discrete latent variable models (5)
Tensor sizes do not match while sampling (2)
Trying to backward through the graph a second time, but the buffers have already been freed. Specify retain_graph=True when calling backward the first time (3)
CUDA error: device-side assert triggered (2)
Key Error: model and guide names do not match (3)
Relation between model and guide (9)
Incorporating uncertainties on observations (x_i's) (5)
Simple inverse graphics example with SVI not working (4)
Setting constraints and guides on constrained distributions (3)
I try to do Variational Inference WITHOUT Pyro only using PyTorch for understanding VI (9)
Extending HMM example with additional independent dimension (2)
Properly using a Scheduler with an optimizer (3)
Clarification reagrding svi.step (3)
Pyro.irange (2)
Best practices and performance for time series models? (5)
One distribution over weights (4)
Semi-amortized VAE (2)
AttributeError: 'function' object has no attribute 'log_prob' (4)
Categorical and enumeration (6)
Transfer SVI,NUTS and MCMC to GPU(Cuda) (5)
Florida State University using Pyro (5)
How to save the best model and guide during validation? (4)
Model Based Machine Learning Book Chapter 2 Skills example in Pyro- tensor dimension issue ( 2 ) (28)
Deep Learning vs Deep Universal Probabilistic Programming (4)
I don't understand why NUTS code is not working. bayesian hackers mail (20)
When are the distributions of latent variable in model used? (2)
Manually written guide vs Auto guide and *** TypeError: 'dict' object is not callable (6)
Is the markov poutine appropriate for an auto-regressive model? Are there any examples of its use, or more documentation? (4)
How to begin learning probabilistic programming? (6)