pymc-devs/pymc-examples: 2026.02.0

This is a snapshot of the repository in February 2026. Some notebooks have been updated to use ArviZ 1.0.rc0, some notebooks need to also be updated to run the last versions of PyMC.

What's Changed

• Rename aesara to pytensor. by @twiecki in https://github.com/pymc-devs/pymc-examples/pull/481
• Bring back updated GLM out of sample prediction notebook by @drbenvincent in https://github.com/pymc-devs/pymc-examples/pull/486
• Replace at -> pt. by @twiecki in https://github.com/pymc-devs/pymc-examples/pull/485
• add template notebook by @drbenvincent in https://github.com/pymc-devs/pymc-examples/pull/487
• Remove obsolete VI notebooks by @fonnesbeck in https://github.com/pymc-devs/pymc-examples/pull/495
• Updated AR notebook to PyMC 5.0 by @fonnesbeck in https://github.com/pymc-devs/pymc-examples/pull/494
• Spellcheck the repository by @Armavica in https://github.com/pymc-devs/pymc-examples/pull/492
• notebook: GLM robust (run with pymc v5) by @reshamas in https://github.com/pymc-devs/pymc-examples/pull/499
• notebook: GLM hierarchical (run with pymc v5) by @reshamas in https://github.com/pymc-devs/pymc-examples/pull/498
• Update VI notebooks to v5 by @fonnesbeck in https://github.com/pymc-devs/pymc-examples/pull/497
• notebook: Bayes Factor (run with pymc v5) by @reshamas in https://github.com/pymc-devs/pymc-examples/pull/490
• Reliability and Calibrated Prediction by @NathanielF in https://github.com/pymc-devs/pymc-examples/pull/491
• Updated 3 survival notebooks to v5 by @fonnesbeck in https://github.com/pymc-devs/pymc-examples/pull/501
• Variational inference/Bayesian neural network: fixed data dims in ann_input/ann_output by @earlbellinger in https://github.com/pymc-devs/pymc-examples/pull/506
• Out-of-sample predictions for BART intro notebook by @juanitorduz in https://github.com/pymc-devs/pymc-examples/pull/507
• notebook: case studies, hierarchical partial pooling (run with pymc v5) by @reshamas in https://github.com/pymc-devs/pymc-examples/pull/513
• notebook: GLM rolling regression (run with pymc v5) by @reshamas in https://github.com/pymc-devs/pymc-examples/pull/511
• Bens v5 updates by @drbenvincent in https://github.com/pymc-devs/pymc-examples/pull/516
• Update Stochastic Volatility notebook to PyMC v5 by @BerylKanali in https://github.com/pymc-devs/pymc-examples/pull/517
• New notebook on ODEs drawing from the previously scatter work and upd… by @gbrunkhorst in https://github.com/pymc-devs/pymc-examples/pull/478
• Missing data and Bayesian Imputation by @NathanielF in https://github.com/pymc-devs/pymc-examples/pull/500
• BART: Fully non-parametric curve fit example by @juanitorduz in https://github.com/pymc-devs/pymc-examples/pull/519
• Change "pymcx" to "pymc-experimental" in the pathfinder.ipynb notebook by @reshamas in https://github.com/pymc-devs/pymc-examples/pull/521
• update 9 notebooks to use az.extract + PyMC v5 upgrade by @drbenvincent in https://github.com/pymc-devs/pymc-examples/pull/522
• Update MvGaussianRandomWalk notebook to v5 by @fonnesbeck in https://github.com/pymc-devs/pymc-examples/pull/518
• re-execute blackbox numpy notebook by @OriolAbril in https://github.com/pymc-devs/pymc-examples/pull/496
• 1st commit of reworked DEMetropolis(Z) drop tune fraction notebook. by @gbrunkhorst in https://github.com/pymc-devs/pymc-examples/pull/509
• [fix BVAR #523] fix indentation in bvar calc_ar by @NathanielF in https://github.com/pymc-devs/pymc-examples/pull/525
• Added example for using ModelBuilder for pymc_experimental by @5hv5hvnk in https://github.com/pymc-devs/pymc-examples/pull/419
• Quantile regression with BART by @aloctavodia in https://github.com/pymc-devs/pymc-examples/pull/510
• Install theme from pypi by @OriolAbril in https://github.com/pymc-devs/pymc-examples/pull/534
• update to reflect changes in pymc-bart 0.4.0 by @aloctavodia in https://github.com/pymc-devs/pymc-examples/pull/531
• update ODE SMC-ABC by @aloctavodia in https://github.com/pymc-devs/pymc-examples/pull/535
• Fix a small typo in the survival analysis notebook by @manuelhaussmann in https://github.com/pymc-devs/pymc-examples/pull/528
• Update ModelBuilder to show regression lines by @BerylKanali in https://github.com/pymc-devs/pymc-examples/pull/538
• Improve (and fix) gallery grid rendering by @OriolAbril in https://github.com/pymc-devs/pymc-examples/pull/539
• fix website rendering by @OriolAbril in https://github.com/pymc-devs/pymc-examples/pull/540
• Try older theme version by @OriolAbril in https://github.com/pymc-devs/pymc-examples/pull/542
• Longitudinal models by @NathanielF in https://github.com/pymc-devs/pymc-examples/pull/520
• update glm_linear target by @reshamas in https://github.com/pymc-devs/pymc-examples/pull/545
• Add section targets to gallery grid page by @OriolAbril in https://github.com/pymc-devs/pymc-examples/pull/546
• Ordinal regression by @NathanielF in https://github.com/pymc-devs/pymc-examples/pull/533
• Conditional autoregressive priors by @daniel-saunders-phil in https://github.com/pymc-devs/pymc-examples/pull/547
• Conditional vs Interventional Distribution by @drbenvincent in https://github.com/pymc-devs/pymc-examples/pull/552
• HOTFIX: typo in title of new notebook, #552 by @drbenvincent in https://github.com/pymc-devs/pymc-examples/pull/553
• Maintenance by @OriolAbril in https://github.com/pymc-devs/pymc-examples/pull/556
• Update GP Marginal and Latent notebooks to v5 by @fonnesbeck in https://github.com/pymc-devs/pymc-examples/pull/549
• Discrete choice by @NathanielF in https://github.com/pymc-devs/pymc-examples/pull/544
• update data_container example to pymc 5.6 by @jessegrabowski in https://github.com/pymc-devs/pymc-examples/pull/559
• Fix Error in A Primer on Bayesian Methods for Multilevel Modeling by @henrytdsimmons in https://github.com/pymc-devs/pymc-examples/pull/562
• Bugfix of cutpoint calculations in ordinal regression notebook by @fonnesbeck in https://github.com/pymc-devs/pymc-examples/pull/564
• External nuts sampler by @twiecki in https://github.com/pymc-devs/pymc-examples/pull/560
• Fix Stucchio URL by @maresb in https://github.com/pymc-devs/pymc-examples/pull/567
• including ModelBuilder intro notebook by @michaelraczycki in https://github.com/pymc-devs/pymc-examples/pull/565
• Update pre-commit by @maresb in https://github.com/pymc-devs/pymc-examples/pull/570
• Add Besag-York-Mollie notebook by @daniel-saunders-phil in https://github.com/pymc-devs/pymc-examples/pull/566
• Update model builder example to current API by @pdb5627 in https://github.com/pymc-devs/pymc-examples/pull/582
• Update notebook Dirichlet mixture of multinomials to PyMC 5 by @erik-werner in https://github.com/pymc-devs/pymc-examples/pull/581
• Update LKJ nb to avoid crashing at model seeding by @erik-werner in https://github.com/pymc-devs/pymc-examples/pull/583
• Minor typo in "Bayesian Additive Regression Trees: Introduction" notebook #584 by @mellorjc in https://github.com/pymc-devs/pymc-examples/pull/585
• Update factor analysis nb to v5 by @erik-werner in https://github.com/pymc-devs/pymc-examples/pull/586
• Update requirements-docs.txt to sphinx-theme=0.14 by @rlaker in https://github.com/pymc-devs/pymc-examples/pull/596
• Remove Python script case studies by @fonnesbeck in https://github.com/pymc-devs/pymc-examples/pull/594
• update notebook to v5: gp-means-cov by @juanitorduz in https://github.com/pymc-devs/pymc-examples/pull/593
• Move GHME_2013.py from case_studies to time_series by @MustaphaU in https://github.com/pymc-devs/pymc-examples/pull/595
• move BART case studies into seperate category by @daniel-saunders-phil in https://github.com/pymc-devs/pymc-examples/pull/597
• Make gallery builder more flexible and restructure. by @twiecki in https://github.com/pymc-devs/pymc-examples/pull/598
• Restructure case studies by @twiecki in https://github.com/pymc-devs/pymc-examples/pull/599
• move stochastic volatility to time series by @daniel-saunders-phil in https://github.com/pymc-devs/pymc-examples/pull/601
• GP-Smoothing Notebook to V5 by @juanitorduz in https://github.com/pymc-devs/pymc-examples/pull/603
• Update SMC-ABC_Lotka-Volterra_example.ipynb by @PRKramer in https://github.com/pymc-devs/pymc-examples/pull/590
• Move blackbox likelihoods to howto. Move samplers to samplers. by @twiecki in https://github.com/pymc-devs/pymc-examples/pull/604
• Move LKJ to howto. by @twiecki in https://github.com/pymc-devs/pymc-examples/pull/606
• Update BART's notebook last version by @aloctavodia in https://github.com/pymc-devs/pymc-examples/pull/608
• Update notebook GLM-negative-binomial-regression to pymc v5 #573 by @wesleyboelrijk in https://github.com/pymc-devs/pymc-examples/pull/575
• change level category look by @OriolAbril in https://github.com/pymc-devs/pymc-examples/pull/610
• Frailty survival model by @NathanielF in https://github.com/pymc-devs/pymc-examples/pull/580
• Update the GLM out-of-sample notebook by @cluhmann in https://github.com/pymc-devs/pymc-examples/pull/616
• Bayesian copula estimation example notebook by @drbenvincent in https://github.com/pymc-devs/pymc-examples/pull/257
• Improve factor analysis notebook by @erik-werner in https://github.com/pymc-devs/pymc-examples/pull/612
• Fix broken references by @itsdivya1309 in https://github.com/pymc-devs/pymc-examples/pull/614
• Fix errors in notebook due to version update by @HarshvirSandhu in https://github.com/pymc-devs/pymc-examples/pull/630
• Adding example on marginalizing models by @zaxtax in https://github.com/pymc-devs/pymc-examples/pull/628
• Import do from pymc by @HarshvirSandhu in https://github.com/pymc-devs/pymc-examples/pull/635
• Turn off autofix PRs by @maresb in https://github.com/pymc-devs/pymc-examples/pull/636
• Causal non param by @NathanielF in https://github.com/pymc-devs/pymc-examples/pull/622
• Add website metadata by @OriolAbril in https://github.com/pymc-devs/pymc-examples/pull/639
• sitemap fix by @OriolAbril in https://github.com/pymc-devs/pymc-examples/pull/640
• Update blackbox likelihood example by @ricardoV94 in https://github.com/pymc-devs/pymc-examples/pull/631
• Enable $$ blocks inline via myst parser dmath_double_inline by @isms in https://github.com/pymc-devs/pymc-examples/pull/658
• HSGP: Birthdays Example by @juanitorduz in https://github.com/pymc-devs/pymc-examples/pull/627
• Bound MyST NB to fix the compressed images by @juanitorduz in https://github.com/pymc-devs/pymc-examples/pull/660
• BART: Categorical example by @PabloGGaray in https://github.com/pymc-devs/pymc-examples/pull/663
• Add HSGP reference and example nb by @bwengals in https://github.com/pymc-devs/pymc-examples/pull/647
• Improve Kronecker example by @AlexAndorra in https://github.com/pymc-devs/pymc-examples/pull/653
• Misc improvements to GP Latent NB by @AlexAndorra in https://github.com/pymc-devs/pymc-examples/pull/664
• Update HSGP with changes from PyMC #7342 by @bwengals in https://github.com/pymc-devs/pymc-examples/pull/665
• Run all cells in HSGP Basic by @AlexAndorra in https://github.com/pymc-devs/pymc-examples/pull/667
• Fix typo by @ricardoV94 in https://github.com/pymc-devs/pymc-examples/pull/656
• Refactor bayesian neural network example by @ElisabethBrockhausQC in https://github.com/pymc-devs/pymc-examples/pull/670
• markdown cell update from PyMC3 to PyMC by @johakaishi in https://github.com/pymc-devs/pymc-examples/pull/669
• HSGP Tutorial -- Advanced use-cases by @AlexAndorra in https://github.com/pymc-devs/pymc-examples/pull/668
• Fix typo in API quickstart. by @coreyabs-db in https://github.com/pymc-devs/pymc-examples/pull/673
• Pathfinder model specification fix by @fonnesbeck in https://github.com/pymc-devs/pymc-examples/pull/674
• Fix Broken link in MLDA example notebook by @pradyutf in https://github.com/pymc-devs/pymc-examples/pull/678
• Fix Broken Link in Weibull Accelerated Failure Time Model Notebook by @pradyutf in https://github.com/pymc-devs/pymc-examples/pull/677
• Fix Broken Link in MLDA Sampler Notebook by @GarvitDadheech in https://github.com/pymc-devs/pymc-examples/pull/679
• pre commit update by @OriolAbril in https://github.com/pymc-devs/pymc-examples/pull/690
• fix posterior predictive computation by @daniel-s-tccc in https://github.com/pymc-devs/pymc-examples/pull/686
• updated data_container.ipynb to reflect changes to pm.Data containers in pymc v5.16 by @Dekermanjian in https://github.com/pymc-devs/pymc-examples/pull/676
• update Model Averaging example to run on pymc v5 #67 by @alporter08 in https://github.com/pymc-devs/pymc-examples/pull/600
• Update broken links in 'Adaptive Error Model' and 'Benchmarks and Tun… by @Jash2606 in https://github.com/pymc-devs/pymc-examples/pull/680
• Fix: all links in MLDA Intro Page by @pseudo-nerd in https://github.com/pymc-devs/pymc-examples/pull/683
• update notebook: Update Priors by @juanitorduz in https://github.com/pymc-devs/pymc-examples/pull/692
• Timeseries models derived from generative graph by @juanitorduz in https://github.com/pymc-devs/pymc-examples/pull/642
• Replace find_constrained_prior by @aloctavodia in https://github.com/pymc-devs/pymc-examples/pull/694
• Update model averaging example by @aloctavodia in https://github.com/pymc-devs/pymc-examples/pull/696
• added draft of the prevalence of malaria example by @Dekermanjian in https://github.com/pymc-devs/pymc-examples/pull/691
• Parametric survival notebook update by @fonnesbeck in https://github.com/pymc-devs/pymc-examples/pull/700
• Updates to Simpon's Paradox notebook by @drbenvincent in https://github.com/pymc-devs/pymc-examples/pull/697
• improve prior comment on GP Birthdays data set. by @juanitorduz in https://github.com/pymc-devs/pymc-examples/pull/704
• Port Euler-Maruyama to v5 by @fonnesbeck in https://github.com/pymc-devs/pymc-examples/pull/711
• CFA and SEM with PyMC by @NathanielF in https://github.com/pymc-devs/pymc-examples/pull/698
• Further updates to Simpson's paradox notebook by @drbenvincent in https://github.com/pymc-devs/pymc-examples/pull/709
• Fix img path issues by @B-Deforce in https://github.com/pymc-devs/pymc-examples/pull/703
• add missing dataset by @aloctavodia in https://github.com/pymc-devs/pymc-examples/pull/748
• New example glm ordinal features by @jonsedar in https://github.com/pymc-devs/pymc-examples/pull/717
• Extras update by @fonnesbeck in https://github.com/pymc-devs/pymc-examples/pull/752
• New example: Auto-imputation aka handling missing numeric covariates by @jonsedar in https://github.com/pymc-devs/pymc-examples/pull/753
• replaced all pymc potential with pymc censored by @Dekermanjian in https://github.com/pymc-devs/pymc-examples/pull/750
• fixed bug introduced by rasterio update by @Dekermanjian in https://github.com/pymc-devs/pymc-examples/pull/745
• Fix Minibatch alignment in Bayesian Neural Network example + Pre-commit hooks by @wiwa in https://github.com/pymc-devs/pymc-examples/pull/719
• Update Non Paramatric causal inference by @NathanielF in https://github.com/pymc-devs/pymc-examples/pull/644
• Quick reformat / word-wrap reflow of README and CONTRIBUTING docs to fit in a TTL window by @jonsedar in https://github.com/pymc-devs/pymc-examples/pull/720
• Update T Process notebook by @fonnesbeck in https://github.com/pymc-devs/pymc-examples/pull/705
• Update of GLM model selection notebook to v5 by @fonnesbeck in https://github.com/pymc-devs/pymc-examples/pull/761
• Update conjugate step notebook to v5 by @fonnesbeck in https://github.com/pymc-devs/pymc-examples/pull/760
• Remove MLDA examples by @fonnesbeck in https://github.com/pymc-devs/pymc-examples/pull/762
• Update BART examples to reflect changes in last version by @aloctavodia in https://github.com/pymc-devs/pymc-examples/pull/759
• Draft: REF: Rename ar variables by @juanmpga in https://github.com/pymc-devs/pymc-examples/pull/766
• Change text to PyMC in profiling notebook by @williambdean in https://github.com/pymc-devs/pymc-examples/pull/769
• Fixed minibatching in NN notebook by @fonnesbeck in https://github.com/pymc-devs/pymc-examples/pull/773
• Splines Tutorial -- Add section about predicting on new data by @AlexAndorra in https://github.com/pymc-devs/pymc-examples/pull/771
• minor update: pathfinder notebook by @aphc14 in https://github.com/pymc-devs/pymc-examples/pull/774
• Normalize some tags and fix typos by @Armavica in https://github.com/pymc-devs/pymc-examples/pull/772
• Add Dustin Stansbury's statistical rethinking notebooks #754 by @fonnesbeck in https://github.com/pymc-devs/pymc-examples/pull/770
• Updated Pathfinder text by @fonnesbeck in https://github.com/pymc-devs/pymc-examples/pull/777
• Remove custom logsumexp by @fonnesbeck in https://github.com/pymc-devs/pymc-examples/pull/778
• Update BART Hawks NBs with new plots by @AlexAndorra in https://github.com/pymc-devs/pymc-examples/pull/775
• Updated marginalizing-models explain to use the model transformations by @zaxtax in https://github.com/pymc-devs/pymc-examples/pull/764
• Updating Discrete choice issue to fix parameter identification issue by @NathanielF in https://github.com/pymc-devs/pymc-examples/pull/781
• Enforce positivity on sigmas in SEM model by @NathanielF in https://github.com/pymc-devs/pymc-examples/pull/783
• Updated Mauna Loa notebook to v5 by @fonnesbeck in https://github.com/pymc-devs/pymc-examples/pull/785
• Coregion model notebook fix by @fonnesbeck in https://github.com/pymc-devs/pymc-examples/pull/786
• Fixed incorrect title by @fonnesbeck in https://github.com/pymc-devs/pymc-examples/pull/789
• add custom css to fix image deformation by @OriolAbril in https://github.com/pymc-devs/pymc-examples/pull/791
• Update theme by @OriolAbril in https://github.com/pymc-devs/pymc-examples/pull/792
• Bayesian workflow example by @fonnesbeck in https://github.com/pymc-devs/pymc-examples/pull/797
• StateSpace Module Hurricane Case Study ~~WIP~~ Ready for Review by @Dekermanjian in https://github.com/pymc-devs/pymc-examples/pull/763
• fix LinAlgError in HSGP-Basic.ipynb, drop find_constrained_prior by @Armatron44 in https://github.com/pymc-devs/pymc-examples/pull/801
• Add underflow discussion to HSGP-Basic by @Armatron44 in https://github.com/pymc-devs/pymc-examples/pull/803
• Bayesian Workflow with SEMs by @NathanielF in https://github.com/pymc-devs/pymc-examples/pull/807
• Delete .github/workflows/rtd-link-preview.yml by @maresb in https://github.com/pymc-devs/pymc-examples/pull/810
• WIP: molab support by @koaning in https://github.com/pymc-devs/pymc-examples/pull/813
• Upgrade pyupgrade by @fonnesbeck in https://github.com/pymc-devs/pymc-examples/pull/815
• Update SVG for molab logo with new design by @koaning in https://github.com/pymc-devs/pymc-examples/pull/816
• Rerun Latent GP with method="svd" for MvNormals by @michaelosthege in https://github.com/pymc-devs/pymc-examples/pull/784
• Added out-of-group prediction by @fonnesbeck in https://github.com/pymc-devs/pymc-examples/pull/821
• fix matrix orientation bug by @NathanielF in https://github.com/pymc-devs/pymc-examples/pull/823
• use pm.Data in putting example by @williambdean in https://github.com/pymc-devs/pymc-examples/pull/825
• DOC: Updated a few URLs by @star1327p in https://github.com/pymc-devs/pymc-examples/pull/799
• Update pyupgrade version by @aloctavodia in https://github.com/pymc-devs/pymc-examples/pull/829
• Update heteroskedastic Gaussian process notebook by @ckrapu in https://github.com/pymc-devs/pymc-examples/pull/827
• Update some examples to use new arviz by @aloctavodia in https://github.com/pymc-devs/pymc-examples/pull/822
• Update log Gaussian Cox process notebook by @ckrapu in https://github.com/pymc-devs/pymc-examples/pull/830
• Estimating species distributions with occupancy models by @philpatton in https://github.com/pymc-devs/pymc-examples/pull/837
• Update more examples to use arviz 1.0 by @aloctavodia in https://github.com/pymc-devs/pymc-examples/pull/833
• Dependent density notebook update by @fonnesbeck in https://github.com/pymc-devs/pymc-examples/pull/706
• Update PMF example by @ckrapu in https://github.com/pymc-devs/pymc-examples/pull/834
• Update interrupted time series notebook for PyMC v5 and Pandas compat… by @Cassiebastress in https://github.com/pymc-devs/pymc-examples/pull/831
• Addition of beginner level notebook on Bayesian Hypothesis Testing by @drbenvincent in https://github.com/pymc-devs/pymc-examples/pull/751
• Remove references to PyMC3 in contributing guide by @aloctavodia in https://github.com/pymc-devs/pymc-examples/pull/843
• Fix typos and citation information by @aloctavodia in https://github.com/pymc-devs/pymc-examples/pull/841
• SSM hurricane Notebooks update by @Dekermanjian in https://github.com/pymc-devs/pymc-examples/pull/804
• Counterfactual generation using pymc do-operator example notebook by @shekharkhandelwal1983 in https://github.com/pymc-devs/pymc-examples/pull/569

New Contributors

• @Armavica made their first contribution in https://github.com/pymc-devs/pymc-examples/pull/492
• @earlbellinger made their first contribution in https://github.com/pymc-devs/pymc-examples/pull/506
• @gbrunkhorst made their first contribution in https://github.com/pymc-devs/pymc-examples/pull/478
• @5hv5hvnk made their first contribution in https://github.com/pymc-devs/pymc-examples/pull/419
• @manuelhaussmann made their first contribution in https://github.com/pymc-devs/pymc-examples/pull/528
• @daniel-saunders-phil made their first contribution in https://github.com/pymc-devs/pymc-examples/pull/547
• @jessegrabowski made their first contribution in https://github.com/pymc-devs/pymc-examples/pull/559
• @henrytdsimmons made their first contribution in https://github.com/pymc-devs/pymc-examples/pull/562
• @maresb made their first contribution in https://github.com/pymc-devs/pymc-examples/pull/567
• @michaelraczycki made their first contribution in https://github.com/pymc-devs/pymc-examples/pull/565
• @pdb5627 made their first contribution in https://github.com/pymc-devs/pymc-examples/pull/582
• @erik-werner made their first contribution in https://github.com/pymc-devs/pymc-examples/pull/581
• @mellorjc made their first contribution in https://github.com/pymc-devs/pymc-examples/pull/585
• @rlaker made their first contribution in https://github.com/pymc-devs/pymc-examples/pull/596
• @MustaphaU made their first contribution in https://github.com/pymc-devs/pymc-examples/pull/595
• @PRKramer made their first contribution in https://github.com/pymc-devs/pymc-examples/pull/590
• @wesleyboelrijk made their first contribution in https://github.com/pymc-devs/pymc-examples/pull/575
• @itsdivya1309 made their first contribution in https://github.com/pymc-devs/pymc-examples/pull/614
• @HarshvirSandhu made their first contribution in https://github.com/pymc-devs/pymc-examples/pull/630
• @zaxtax made their first contribution in https://github.com/pymc-devs/pymc-examples/pull/628
• @isms made their first contribution in https://github.com/pymc-devs/pymc-examples/pull/658
• @PabloGGaray made their first contribution in https://github.com/pymc-devs/pymc-examples/pull/663
• @AlexAndorra made their first contribution in https://github.com/pymc-devs/pymc-examples/pull/653
• @ElisabethBrockhausQC made their first contribution in https://github.com/pymc-devs/pymc-examples/pull/670
• @johakaishi made their first contribution in https://github.com/pymc-devs/pymc-examples/pull/669
• @coreyabs-db made their first contribution in https://github.com/pymc-devs/pymc-examples/pull/673
• @pradyutf made their first contribution in https://github.com/pymc-devs/pymc-examples/pull/678
• @GarvitDadheech made their first contribution in https://github.com/pymc-devs/pymc-examples/pull/679
• @daniel-s-tccc made their first contribution in https://github.com/pymc-devs/pymc-examples/pull/686
• @Dekermanjian made their first contribution in https://github.com/pymc-devs/pymc-examples/pull/676
• @alporter08 made their first contribution in https://github.com/pymc-devs/pymc-examples/pull/600
• @Jash2606 made their first contribution in https://github.com/pymc-devs/pymc-examples/pull/680
• @pseudo-nerd made their first contribution in https://github.com/pymc-devs/pymc-examples/pull/683
• @B-Deforce made their first contribution in https://github.com/pymc-devs/pymc-examples/pull/703
• @jonsedar made their first contribution in https://github.com/pymc-devs/pymc-examples/pull/717
• @wiwa made their first contribution in https://github.com/pymc-devs/pymc-examples/pull/719
• @juanmpga made their first contribution in https://github.com/pymc-devs/pymc-examples/pull/766
• @williambdean made their first contribution in https://github.com/pymc-devs/pymc-examples/pull/769
• @aphc14 made their first contribution in https://github.com/pymc-devs/pymc-examples/pull/774
• @Armatron44 made their first contribution in https://github.com/pymc-devs/pymc-examples/pull/801
• @koaning made their first contribution in https://github.com/pymc-devs/pymc-examples/pull/813
• @philpatton made their first contribution in https://github.com/pymc-devs/pymc-examples/pull/837
• @Cassiebastress made their first contribution in https://github.com/pymc-devs/pymc-examples/pull/831
• @shekharkhandelwal1983 made their first contribution in https://github.com/pymc-devs/pymc-examples/pull/569

Full Changelog: https://github.com/pymc-devs/pymc-examples/compare/2022.12.0...2026.02.0