0.11.0

What's Changed

Major Changes 🛠

• Bump pymc dependency by @ricardoV94 in #1269
• Budget optimizer refactor by @ricardoV94 in #1357

New Features 🎉

• add hdi_list kwarg to plot_posterior_predictive by @drbenvincent in #1096
• Allow Negative Values in Media Channels by @louismagowan in #1092
• Add plot_expected_purchases_over_time function by @ColtAllen in #1115
• Beta geo expected probability no purchase by @DylanZammit in #1094
• Harmonize prior and posterior predictive plots in MMM module by @juanitorduz in #1170
• Create load_from_idata method by @wd60622 in #1211
• Add CLV plot_expected_purchases_ppc by @ColtAllen in #1222
• Include tvp scaling in contribution grid by @wd60622 in #1253
• Make optimization based on the entire posterior and not on the marginal mean parameters. by @cetagostini in #1151
• HSGP as component by @wd60622 in #1246
• Add Gradient-Free Fit Method to CLV Models by @ColtAllen in #1266
• Add graphviz method to ModelBuilder class by @ColtAllen in #1284
• Improved Default Priors for BetaGeoModel by @ColtAllen in #1264
• Non-centered ZeroSumNormal Prior support by @wd60622 in #1290
• Allow non-Prior parameters in Prior and media transformations by @wd60622 in #1292
• Deserialize arbitrary objects by @wd60622 in #1296
• Modified Beta Geometric model by @PabloRoque in #1301
• Allow VariableFactory in FourierBase by @aseyboldt in #1304
• Add Censored wrapper for Prior class by @wd60622 in #1309
• Register new media transformations automatically by @wd60622 in #1320
• Add new customer_choice module by @drbenvincent in #803
• 1314 implement serialization for fourier classes by @wd60622 in #1315
• Deprecate to/from_json of Prior class in favor of to/from_dict by @wd60622 in #1338
• Add autologging for CLV models by @wd60622 in #1354
• Introduce BetaGeoNBD Random Variable by @PabloRoque in #1317
• MMM Evaluation, Diagnostics and MLFlow Registry by @louismagowan in #1368
• MLflow logging before slow function calls by @wd60622 in #1393
• Custom optimizer constraints by @cetagostini in #1358
• Creating Causal Identification module by @cetagostini in #1166

Bugfixes 🐛

• Fix LinearTrend rending issue by @takechanman1228 in #1173
• Fix bug in the "Causal Ladder" docs page by @drbenvincent in #1175
• Solving bug on optimization plot by @cetagostini in #1174
• patch values stacked plot by @juanitorduz in #1181
• [FIX] Wrong legend in the posterior predictive plot then we set gradient=True by @juanitorduz in #1212
• Fix budget allocation plot in case study by @juanitorduz in #1216
• Raise error when two dims are not compatible by @wd60622 in #1249
• 1271 predictions=true for sample posterior predictive throws error by @wd60622 in #1272
• Fix tanh component by @aseyboldt in #1303
• Enable transform _sample_curve to work with VariableFactory by @lucianopaz in #1362
• keep date column in test_scale_lift_measurements by @malitsadok1 in #1316
• Moved pyprojroot from docs to dependencies by @nayan2167 in #1417
• Remove sample_posterior_predictive_patch by @wd60622 in #1414

Documentation 📖

• Expose Streamlit App in Documentation by @louismagowan in #1091
• Fix typos in MMM Example notebook by @wd60622 in #1146
• add mention of GPU in documentation by @wd60622 in #1152
• Update MMM docs to use graphviz method by @takechanman1228 in #1172
• MMM Case Study Fixes by @juanitorduz in #1169
• Run sBG with seed by @wd60622 in #1189
• Fix beta ref mmm by @juanitorduz in #1194
• Fix minor typos in mmm example notebook by @SangamSwadiK in #1215
• CLV Quickstart Revisions by @ColtAllen in #1243
• fix typo and change first lines mood by @wd60622 in #1254
• Link sBG Notebook in README and Index by @ColtAllen in #1265
• Update README.md (fix badges) by @juanitorduz in #1278
• [pre-commit.ci] pre-commit autoupdate by @pre-commit-ci in #1313
• customer choice: improve plots and harmonize colors by @juanitorduz in #1322
• Re-run TVP mmm notebook by @juanitorduz in #1324
• add customer choice to readme by @juanitorduz in #1326
• sort docs sections by @juanitorduz in #1327
• Generalize verbiage of installation instructions by @wd60622 in #1335
• Prior predictive guide by @juanitorduz in #1334
• hot fix: budget allowcation notebooks by @juanitorduz in #1389
• Breakout and Document MLflow functions by @wd60622 in #1396
• Relax the type that is needed for evaluation metric function by @wd60622 in #1413
• Add CLV Roadmap by @ColtAllen in #1364
• CLV Documentation Revisions by @ColtAllen in #1419

Maintenance 🔧

• Remove duplicate attrs/functions from MMM by @sreekailash in #1336
• Move fit_result to model_builder.py and remove redundancies from CLV and MMM by @sreekailash in #1344
• Remove media transformation registration functions by @wd60622 in #1378
• Add load_from_idata method by @wd60622 in #1379
• Add tests by @juanitorduz in #1391
• Implement ModifiedBetaGeoNBD and ModifiedBetaGeoNBDRV by @PabloRoque in #1375

New Contributors

• @nhan295 made their first contribution in #1114
• @DylanZammit made their first contribution in #1094
• @dependabot made their first contribution in #1134
• @nataziel made their first contribution in #1285
• @aseyboldt made their first contribution in #1303
• @sreekailash made their first contribution in #1336
• @malitsadok1 made their first contribution in #1316
• @nayan2167 made their first contribution in #1412

Full Changelog: 0.10.0...0.11.0