0.7.3
Hello, AutoML folk! We’re releasing a minor version of FEDOT that includes the following.
PyPi release: https://pypi.org/project/fedot/0.7.3/
Features & Enhancements:
- Update of GOLEM (core framework) dependency to 0.4.0 version, that has some important features itself
- Improvement of data preprocessing
- Improvements for time series forecasting
- Better API
Full list of changes:
- Fix params setting by @YamLyubov in #1121
- Clean up SA module & add example by @maypink in #1114
- Debug mode and modified fitness evaluation for for time series by @nicl-nno in #1116
- Lagged implementation speedup by @kasyanovse in #1139
- Support of multimodal data in DataSourceSplitter + bugfix #1119 by @kasyanovse in #1138
- Fix low speed of lagged implementation by @kasyanovse in #1144
- 628 bugfix by @kasyanovse in #1145
- Fix random FEDOT results with set seed by @kasyanovse in #1143
- Replace exogenous example by @YamLyubov in #1108
- Fix multiobj tuning by @YamLyubov in #1156
- Decimal places control implemented by @nicl-nno in #1161
- Title for Pipeline plots by @maypink in #1162
- Prediction Intervals by @GrigoriJasnovidov in #1149
- Add MASE metric by @valer1435 in #1166
- Remove redundant metrics mapping by @YamLyubov in #1167
- Refactor convert to op by @valer1435 in #1176
- Fix default tuning params by @valer1435 in #1175
- Add desc to not implemented errors by @valer1435 in #1177
from fedot import Fedot
by @MorrisNein in #1179- Boosting method implementation (Catboost) by @aPovidlo in #1155
- Add documented API params setters by @MorrisNein in #1077
- add InputData from pd and numpy by @ChrisLisbon in #1184
- Support for changes in GOLEM by @kasyanovse in #1189
- Docs fix for atomized model by @nicl-nno in #1197
- get predict_data.num_classes if trained_model havent num_classes by @ElishaFlacon in #1199
- Metrics fixes, tests, refactoring, typing improvement by @MorrisNein in #1214
- 922 preprocessor acceleration by @IIaKyJIuH in #1004
- Add direct examples by @valer1435 in #1192
- Improve the rule for time series pipeline verification by @kasyanovse in #1210
- Fixes for unit and intergration tests by @nicl-nno in #1238
- add window size selector by @kasyanovse in #1237
- Add topofeatures by @valer1435 in #1241
Full Changelog: v0.7.2...v0.7.3