I cannot see the difference between what I am doing and the working Google TFP example, whose structure I am following. What am I doing wrong/should I be doing differently? [Setup: Win 10 Home 64-b...

I am trying to implement a Expectation Maximization algorithm using TensorFlow and TensorFlow Probability. It worked very well until I tried to implement Missing Data (data can contain NaN values i...

I need to use Tensorflow and Tensorflow_Probability. After installing it by these commands: conda install tensorflow-probability or pip install --upgrade tensorflow-probability , I ran it in the no...

From Pytorch-Pyro's website: We’re excited to announce the release of NumPyro, a NumPy-backed Pyro using JAX for automatic differentiation and JIT compilation, with over 100x speedup for HMC and...

I'm trying to use a distribution from tensorflow_probability to define a custom loss function in Keras. More specifically, I'm trying to build a Mixture Density Network. My model works on a toy dat...

I would like to generate random integers in TensorFlow but I don't which command I should use. In particular, I would like to generate from a uniform random variable which takes values in {1, 2, 3,...

I am getting the following exception TypeError: An op outside of the function building code is being passed a "Graph" tensor. It is possible to have Graph tensors leak out of the function building...

I'm trying to implement a Gaussian fitting using TensorFlow-probability's Nelder-Mead optimizer: tfp.optimizer.nelder_mead_minimize(). It does not converge, while scipy.optimizer.minimize() provide...

I'm having trouble constructing a basic BNN in TFP. I'm new to TFP and BNNs in general, so I apologize if I've missed something simple. I can train a basic NN in Tensorflow by doing the following:...

I am not able to understand Bijectors in Tensorflow-probability. how to use them. standard_gumbel = tfd.TransformedDistribution( distribution=tfd.Exponential(rate=1.), bijector=tfb.Chain([ tfb.Af...

I am running the example code on Bayesian Neural Network implemented using Tensorflow Probability. My question is about the implementation of the ELBO loss used for variational inference. The ELB...