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

Beginner friendly Everything

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648 open issues indexed

Saving and Loading Bayesian Neural Network Open

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

tensorflow/probability#289 · 2 comments · 5 reactions · Opened Feb 12, 2019
Keras model.compile uses incorrect loss when using Bayesian layers. Open

layers

tensorflow/probability#282 · 5 comments · 1 reaction · 1 assignee · Opened Jan 28, 2019
Bayesian Neural network cifar10 example not converging Open

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

tensorflow/probability#271 · 2 comments · Opened Jan 17, 2019
feature request: update function for num_leapfrog_steps Open

mcmc

tensorflow/probability#266 · 3 comments · 1 reaction · 1 assignee · Opened Jan 15, 2019
BNN weights collapse Open

models

tensorflow/probability#263 · 3 comments · 1 assignee · Opened Jan 11, 2019
tfp.layers.DenseFlipout freezing standard deviations Open

layers

tensorflow/probability#260 · 1 comment · 1 reaction · 1 assignee · Opened Jan 10, 2019
providing sample weights to glm.fit() and glm.fit.sparse() Open

good first issue

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

tensorflow/probability#252 · 1 comment · Opened Dec 18, 2018
Missing Inverse Wishart - redefine Wishart? Open

distributions/bijectors good first issue

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

tensorflow/probability#247 · 5 comments · 3 reactions · Opened Dec 13, 2018
Feature column support. Open

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

tensorflow/probability#225 · 2 comments · Opened Nov 14, 2018
Provide a resimulation Metropolis TransitionKernel Open

enhancement good first issue mcmc

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

tensorflow/probability#218 · 4 comments · Opened Nov 6, 2018
Flipout Monte Carlo estimator Open

tensorflow/probability#213 · 20 comments · 1 reaction · 1 assignee · Opened Nov 4, 2018
[Feature request] Numerical/memory efficient MC integration Open

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

tensorflow/probability#181 · 22 comments · 1 reaction · Opened Oct 8, 2018
Bayesian Linear Regression Tutorial Open

tensorflow/probability#168 · 3 comments · 1 assignee · Opened Sep 26, 2018
Building from source broken on Windows Open

tensorflow/probability#164 · 1 assignee · Opened Sep 24, 2018
Sample different weights for examples within a batch Open

good first issue

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

tensorflow/probability#153 · 9 comments · 2 reactions · Opened Sep 5, 2018
Tutorial on Variational Inference Open

good first issue

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

tensorflow/probability#149 · 6 comments · 12 reactions · Opened Sep 3, 2018
Make BFGS compatible with tf.train.Optimizer Open

enhancement

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

tensorflow/probability#146 · 4 comments · Opened Sep 2, 2018
Step size and mass matrix adaptive No-U-Turn Sampler Open

Difficulty 5/5 Over a week Newbie friendliness 15/100

tensorflow/probability#143 · 6 comments · Opened Aug 30, 2018
Speed up and tune VQ-VAE hyperparameters for Hugo's binarized MNIST Open

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

tensorflow/probability#134 · 1 comment · Opened Aug 24, 2018
Abstract tfp.layers' function arguments to enable safer serialization Open

keras layers

tensorflow/probability#128 · 6 comments · 2 reactions · 1 assignee · Opened Aug 20, 2018
Extend No-U-Turn Sampler with multinomial sampling and generalized terminations Open

enhancement

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

tensorflow/probability#125 · 3 comments · Opened Aug 20, 2018
MAP and Maximum-Likelihood as VI Open

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

tensorflow/probability#117 · 1 comment · Opened Aug 6, 2018
Provide seed to DenseReparameterization layer Open

layers

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

tensorflow/probability#115 · 12 comments · Opened Aug 3, 2018
Using DenseReparameterization inside symbolic loops Open

layers

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

tensorflow/probability#114 · 1 comment · Opened Aug 3, 2018
Crash when manually calling DenseReparameterization.build() Open

layers

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

tensorflow/probability#113 · Opened Aug 3, 2018
higher_level_modeling_api_demo.ipynb is incomplete Open

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

tensorflow/probability#108 · 6 comments · Opened Jul 23, 2018
Categorical features in logistic regression Open

good first issue

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

tensorflow/probability#94 · 5 comments · Opened Jul 5, 2018
DenseFlipOut layer Open

good first issue layers

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

tensorflow/probability#88 · 2 comments · Opened Jun 29, 2018
Autoregressive model example/tutorial Open

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

tensorflow/probability#76 · 1 comment · Opened Jun 5, 2018
Distributing TFP Open

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

tensorflow/probability#75 · 5 comments · Opened Jun 3, 2018
improve text and visuals in Bayesian Gaussian mixture model tutorial Open

good first issue

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

tensorflow/probability#74 · 3 comments · Opened Jun 2, 2018
Categorical autoregressive distribution with LSTM example/tutorial Open

good first issue

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

tensorflow/probability#73 · 2 comments · Opened Jun 2, 2018
Get decent nats and generation in VAE example Open

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

tensorflow/probability#72 · Opened Jun 2, 2018
Stochastic block model example/tutorial Open

good first issue

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

tensorflow/probability#71 · 5 comments · Opened Jun 2, 2018
Sigmoid belief network example/tutorial Open

good first issue

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

tensorflow/probability#70 · Opened Jun 2, 2018
Item response theory model example/tutorial Open

good first issue

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

tensorflow/probability#69 · 1 comment · Opened Jun 2, 2018
Logistic factorial analysis example/tutorial Open

good first issue

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

tensorflow/probability#68 · Opened Jun 2, 2018
Bayesian neural network tutorial Open

good first issue

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

tensorflow/probability#66 · 1 comment · 1 reaction · Opened Jun 2, 2018
Probabilistic matrix factorization/PCA example/tutorial Open

good first issue

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

tensorflow/probability#64 · 5 comments · Opened Jun 2, 2018
Mixture density networks example/tutorial Open

good first issue

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

tensorflow/probability#62 · 3 comments · Opened Jun 2, 2018
latent space models example/tutorial Open

good first issue

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

tensorflow/probability#61 · 1 comment · Opened Jun 2, 2018
GP classification example/tutorial Open

tensorflow/probability#60 · 1 reaction · 1 assignee · Opened Jun 2, 2018
Feature Request: Maximum A Posteriori (MAP) estimation Open

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

tensorflow/probability#43 · 1 comment · Opened May 16, 2018
PROBABILITY ESTIMATION FROM TEXT EVIDENCE & OCCURRENCE Open

Difficulty 5/5 Over a week Newbie friendliness 8/100

tensorflow/probability#38 · 1 comment · Opened May 13, 2018
feature request: gradients of expected values Open

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

tensorflow/probability#37 · 3 comments · Opened May 11, 2018
Feature Request: L2HMC Open

tensorflow/probability#33 · 4 comments · 2 reactions · 2 assignees · Opened May 3, 2018
raise error if tfp.layers' kernel_prior/posterior aren't specified with correct shapes Open

good first issue layers

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

tensorflow/probability#29 · 2 comments · Opened Apr 27, 2018
Conditional Random Fields Open

tensorflow/probability#23 · 3 comments · 1 assignee · Opened Apr 16, 2018

tensorflow/probability

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