NeuralProphet Files

What's Changed

• [major] Nested Additive Model by @karl-richter in https://github.com/ourownstory/neural_prophet/pull/1216
• [major] Allow user to set prediction frequency as a dict: {freq: forecast origin} by @judussoari in https://github.com/ourownstory/neural_prophet/pull/1187
• [major] lagged regressor with interaction modeling (shared NN) by @karl-richter in https://github.com/ourownstory/neural_prophet/pull/903
• [feature] Support for asymmetrical interval in conformal quantile regression by @leoniewgnr in https://github.com/ourownstory/neural_prophet/pull/1215
• [minor] Allow lagged regressors with only unique values for global modeling by @judussoari in https://github.com/ourownstory/neural_prophet/pull/1267
• [minor] Dependency management with poetry by @noxan in https://github.com/ourownstory/neural_prophet/pull/1202
• [minor] Allow lagged regressors with only unique values for global modeling by @judussoari in https://github.com/ourownstory/neural_prophet/pull/1256
• [minor] Repeat static trend component n_forecasts times instead of only once by @judussoari in https://github.com/ourownstory/neural_prophet/pull/1254
• [minor] add docstring examples by @LeonieFreisinger in https://github.com/ourownstory/neural_prophet/pull/1295
• [minor] Address warnings by @leoniewgnr in https://github.com/ourownstory/neural_prophet/pull/1276
• [minor] lighten forecaster step 2 - encapsulate _get_maybe_extend_periods and _maybe_extend_df by @LeonieFreisinger in https://github.com/ourownstory/neural_prophet/pull/1278
• [minor] Update dependencies to latest versions by @noxan in https://github.com/ourownstory/neural_prophet/pull/1280

Fixes

• [fix] Calculate major frequency percentage properly by @noxan in https://github.com/ourownstory/neural_prophet/pull/1264
• [fix] Matplotlib and plotly plot showing aligned by @leoniewgnr in https://github.com/ourownstory/neural_prophet/pull/1266
• [fix] Remove regressor config if all regressors are removed due to unique values by @judussoari in https://github.com/ourownstory/neural_prophet/pull/1272
• [fix] Unregister plotly resampler directly after usage by @LeonieFreisinger in https://github.com/ourownstory/neural_prophet/pull/1277
• [fix] Raise Exception again to avoid UnboundLocalError by @noxan in https://github.com/ourownstory/neural_prophet/pull/1282
• [fix] Remove SmoothL1Loss from Tutorial by @judussoari in https://github.com/ourownstory/neural_prophet/pull/1298
• [fix] Raise ValueError when df contains not enough rows by @judussoari in https://github.com/ourownstory/neural_prophet/pull/1300

Tests

• [tests] Remove unneeded logs by @karl-richter in https://github.com/ourownstory/neural_prophet/pull/1207

Documentation

• [docs] outdated labels in contributing.md by @leoniewgnr in https://github.com/ourownstory/neural_prophet/pull/1242
• [docs] Create new tutorials content by @noxan in https://github.com/ourownstory/neural_prophet/pull/1183
• [docs] add note on flexible multiplicativity from prophet by @noxan in https://github.com/ourownstory/neural_prophet/pull/1268
• [docs] Add next steps to tutorials by @noxan in https://github.com/ourownstory/neural_prophet/pull/1274
• [docs] Improve conformal prediction tutorial by adding marginal before coverage by @noxan in https://github.com/ourownstory/neural_prophet/pull/1284

Website

• [website] Fix website deployment by @noxan in https://github.com/ourownstory/neural_prophet/pull/1273

Refactors

• [refactor] Removed plotting in test_uncertainty.py. by @Kevin-Chen0 in https://github.com/ourownstory/neural_prophet/pull/1246
• [refactor] Changed int() to round() for q_hat_idx in uncertainty.py. by @Kevin-Chen0 in https://github.com/ourownstory/neural_prophet/pull/1248
• [refactor] Lighten forecaster.py by @LeonieFreisinger in https://github.com/ourownstory/neural_prophet/pull/1255
• [refactor] Encapsulate _make_future_dataframe and _check_dataframe by @LeonieFreisinger in https://github.com/ourownstory/neural_prophet/pull/1279
• [refactor] Encapsulate _validate_column_name by @LeonieFreisinger in https://github.com/ourownstory/neural_prophet/pull/1289
• [refactor] Encapsulate _normalize by @LeonieFreisinger in https://github.com/ourownstory/neural_prophet/pull/1287
• [refactor] Encapsulate _handle_missing_data and _handle_missing_data_single_id by @LeonieFreisinger in https://github.com/ourownstory/neural_prophet/pull/1288
• [refactor] Encapsulate _prepare_dataframe_to_predict by @LeonieFreisinger in https://github.com/ourownstory/neural_prophet/pull/1290
• [refactor] Encapsulate _convert_raw_predictions_to_raw_df by @LeonieFreisinger in https://github.com/ourownstory/neural_prophet/pull/1291
• [refactor] Encapsulate _reshape_raw_predictions_to_forecst_df by @LeonieFreisinger in https://github.com/ourownstory/neural_prophet/pull/1293

Full Changelog: https://github.com/ourownstory/neural_prophet/compare/0.5.3...0.6.0