tensorflow/probability

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Probabilistic reasoning and statistical analysis in TensorFlow

Stars: 4.4k
Forks: 1.1k
Open beginner issues: 0
Indexed issues: 648

Dominant language: Jupyter Notebook
License: Apache-2.0
Last GitHub push: Sep 15, 2026
Latest indexed: Sep 19, 2026
Contributing guide: Contributing guide
Code of conduct: Code of conduct
Beginner labels: good first issue help wanted
PR merge metrics: No merged PRs in 30d

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648 open issues indexed

Generalized Pareto Supported Below `loc`? Open

enhancement help wanted

Difficulty 3/5 1-2 days Newbie friendliness 45/100

tensorflow/probability#1370 · 4 comments · Opened Jun 25, 2021
DenseFlipout without a bias term Open

Difficulty 3/5 1-2 days Newbie friendliness 35/100

tensorflow/probability#1367 · 1 comment · Opened Jun 24, 2021
L-BFGS optimizer does not support multiple batch dimensions Open

tensorflow/probability#1366 · 4 comments · 1 assignee · Opened Jun 24, 2021
How to initialize weights and bias for a tfp.layers.Convolution2DFlipout from a pre-trained tf.keras.layers.Conv2D? Open

Difficulty 4/5 3-5 days Newbie friendliness 25/100

tensorflow/probability#1364 · 1 comment · Opened Jun 22, 2021
Default bijector documentation Open

Difficulty 4/5 3-5 days Newbie friendliness 35/100

tensorflow/probability#1362 · 1 comment · Opened Jun 22, 2021
Feature request to implement ~.cdf() method in MultivariateNormalTriL class Open

Difficulty 5/5 Over a week Newbie friendliness 35/100

tensorflow/probability#1361 · 5 comments · 1 reaction · Opened Jun 20, 2021
Gaussian Process Regression in TensorFlow Probability Notebook not working Open

Difficulty 3/5 1-2 days Newbie friendliness 35/100

tensorflow/probability#1360 · 1 comment · Opened Jun 14, 2021
Unexpected behavior from tfd.MarkovChain sample method Open

Difficulty 4/5 3-5 days Newbie friendliness 25/100

tensorflow/probability#1355 · 8 comments · Opened Jun 8, 2021
Feature Request: log_prob_parts() for Blockwise Open

Difficulty 3/5 1-2 days Newbie friendliness 38/100

tensorflow/probability#1354 · Opened Jun 6, 2021
Multiplicative Seasonality Open

Difficulty 5/5 Over a week Newbie friendliness 25/100

tensorflow/probability#1352 · Opened Jun 5, 2021
Error when saving model using a `DistributionLambda` layer Open

Difficulty 4/5 3-5 days Newbie friendliness 28/100

tensorflow/probability#1350 · 13 comments · 11 reactions · Opened Jun 3, 2021
Get different result when learn the guide about Learnable Distributions Zoo Open

Difficulty 3/5 1-2 days Newbie friendliness 25/100

tensorflow/probability#1346 · Opened May 29, 2021
Bug in tf-nightly/tfp-nightly: tensorflow_probability.python.internal.backend.jax.keras has no attribute 'constraints' Open

Difficulty 3/5 1-2 days Newbie friendliness 35/100

tensorflow/probability#1344 · 2 comments · 1 reaction · Opened May 27, 2021
Feature Request: Add crps method to tfp.distributions Open

enhancement good first issue

Difficulty 5/5 Over a week Newbie friendliness 20/100

tensorflow/probability#1340 · 1 comment · 1 reaction · Opened May 22, 2021
AttributeError: module 'jax' has no attribute 'custom_transforms' when running tutorial Open

Difficulty 4/5 3-5 days Newbie friendliness 35/100

tensorflow/probability#1338 · 4 comments · Opened May 20, 2021
Trainable priors in Conv2DFlipout layer Open

Difficulty 5/5 Over a week Newbie friendliness 25/100

tensorflow/probability#1337 · Opened May 18, 2021
wrong loss function in examples for VI reparameterization layers Open

Difficulty 2/5 1-3 hours Newbie friendliness 45/100

tensorflow/probability#1335 · Opened May 17, 2021
Windowed HMC and CAR model instability Open

Difficulty 5/5 Over a week Newbie friendliness 30/100

tensorflow/probability#1330 · 5 comments · Opened May 6, 2021
No intercept on probabilistic layers Open

Difficulty 3/5 1-2 days Newbie friendliness 35/100

tensorflow/probability#1329 · Opened May 5, 2021
Maybe incorrect Brier score calculation Open

tensorflow/probability#1327 · 1 comment · 1 assignee · Opened May 5, 2021
RuntimeError when running tutorial notebook on Distributed Inference with JAX Open

Difficulty 4/5 3-5 days Newbie friendliness 25/100

tensorflow/probability#1319 · Opened Apr 26, 2021
Possible inconsistency in adjoint state initialisation for time-dependent ODEs Open

Difficulty 4/5 3-5 days Newbie friendliness 30/100

tensorflow/probability#1318 · Opened Apr 26, 2021
Simple network with fipout layers does not work with mixed precision Open

Difficulty 4/5 3-5 days Newbie friendliness 30/100

tensorflow/probability#1315 · 1 comment · Opened Apr 23, 2021
Problem importing TensorFlow probability in TFX pipeline on Google Cloud AI Platform Open

Difficulty 4/5 3-5 days Newbie friendliness 25/100

tensorflow/probability#1314 · Opened Apr 22, 2021
Eager execution for SGLD Open

Difficulty 5/5 Over a week Newbie friendliness 20/100

tensorflow/probability#1312 · Opened Apr 21, 2021
How to subclass Solver to create an Euler method Open

Difficulty 4/5 3-5 days Newbie friendliness 25/100

tensorflow/probability#1310 · Opened Apr 19, 2021
transformedVariable compatibility with tensorFlow 2.4 and tensorflow_probability 0.12 Open

Difficulty 4/5 3-5 days Newbie friendliness 25/100

tensorflow/probability#1307 · 1 comment · Opened Apr 15, 2021
Cholesky decomposition was not successful. The input might not be valid. Open

Difficulty 4/5 3-5 days Newbie friendliness 25/100

tensorflow/probability#1306 · Opened Apr 14, 2021
Bayesian Neural Networks Tensorflow 2.4.1 Open

Difficulty 4/5 3-5 days Newbie friendliness 20/100

tensorflow/probability#1305 · Opened Apr 14, 2021
Variational Gaussian process loss- possible math error Open

Difficulty 4/5 3-5 days Newbie friendliness 35/100

tensorflow/probability#1304 · 1 comment · Opened Apr 13, 2021
Can a tensorflow probability model be converted into tflite format for mobile prediction? Open

Difficulty 5/5 Over a week Newbie friendliness 20/100

tensorflow/probability#1301 · 2 comments · Opened Apr 13, 2021
Running keras model.predict with generator (or model.predict_generator) automatically converts to tensor Open

Difficulty 4/5 3-5 days Newbie friendliness 30/100

tensorflow/probability#1299 · Opened Apr 10, 2021
errors on my M1 when using tfd Open

Difficulty 4/5 3-5 days Newbie friendliness 25/100

tensorflow/probability#1298 · Opened Apr 8, 2021
Difficulty Interfacing TFP with Keras in TFP version 0.12.1 and TF version 2.4.1 Open

Difficulty 4/5 3-5 days Newbie friendliness 25/100

tensorflow/probability#1296 · 1 comment · 1 reaction · Opened Apr 7, 2021
Cannot sample from gamma in eager mode TF 2.0 Open

Difficulty 3/5 1-2 days Newbie friendliness 35/100

tensorflow/probability#1294 · 4 comments · Opened Apr 6, 2021
Jittered/safe Cholesky Operation Open

Difficulty 5/5 Over a week Newbie friendliness 25/100

tensorflow/probability#1291 · 1 comment · 4 reactions · Opened Apr 4, 2021
HMC fails unexpectedly if data not scaled properly Open

Difficulty 4/5 3-5 days Newbie friendliness 25/100

tensorflow/probability#1284 · Opened Mar 28, 2021
Implementing MultivariateNormalFullCovariance for parameter estimation Open

Difficulty 5/5 Over a week Newbie friendliness 25/100

tensorflow/probability#1279 · 1 comment · Opened Mar 22, 2021
TF Probability for M1 Mac Open

Difficulty 5/5 Over a week Newbie friendliness 20/100

tensorflow/probability#1277 · 2 comments · 1 reaction · Opened Mar 21, 2021
High level API for tensorflow probability Open

Difficulty 5/5 Over a week Newbie friendliness 20/100

tensorflow/probability#1275 · 2 comments · Opened Mar 21, 2021
Scale of ExitBijector Open

Difficulty 3/5 1-2 days Newbie friendliness 25/100

tensorflow/probability#1274 · 3 reactions · Opened Mar 20, 2021
[Jax substrate] Invalid type conversion when vectorizing a function returning a TFP distribution Open

Difficulty 4/5 3-5 days Newbie friendliness 28/100

tensorflow/probability#1271 · 5 comments · 3 reactions · Opened Mar 16, 2021
ValueError: Cell is empty with saving a model with tfpl.IndependentBernoulli layer Open

Difficulty 4/5 3-5 days Newbie friendliness 30/100

tensorflow/probability#1268 · 1 comment · Opened Mar 12, 2021
Problem using Variational Dense from tensorflow probability Open

Difficulty 3/5 1-2 days Newbie friendliness 20/100

tensorflow/probability#1267 · Opened Mar 11, 2021
Cannot save model with stacked distribution layers as a saved model (h5 works) Open

Difficulty 4/5 3-5 days Newbie friendliness 45/100

tensorflow/probability#1266 · Opened Mar 10, 2021
Contributing Faddeeva (complex erfcx) Open

Difficulty 5/5 Over a week Newbie friendliness 25/100

tensorflow/probability#1265 · 22 comments · Opened Mar 10, 2021
Stability/consistency issues with Tensorflow sts predictions Open

Difficulty 4/5 3-5 days Newbie friendliness 18/100

tensorflow/probability#1264 · 1 comment · Opened Mar 9, 2021
`tfb.real_nvp_default_template` legacy layers throw error Open

Difficulty 2/5 1-3 hours Newbie friendliness 45/100

tensorflow/probability#1261 · 1 reaction · Opened Mar 5, 2021
Permute(np.random.permutation(event_size)).astype('int32')) still not a reliable parameterization on TF 2 ? Open

Difficulty 4/5 3-5 days Newbie friendliness 25/100

tensorflow/probability#1260 · Opened Mar 5, 2021
distributions.Poisson.quantile not implemented but exists in documentation Open

Difficulty 4/5 3-5 days Newbie friendliness 45/100

tensorflow/probability#1259 · 2 reactions · Opened Mar 4, 2021

tensorflow/probability

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