We released a new major version of FEDOT - 0.4.0 It includes several large changes, features, and fixes.
The new version is available and can be imported via pip: pip install fedot==0.4.0
The most important changes:
Infrastructure:
- Docker version added;
- GPU support added;
- Requirements become more flexible
Optimizer:
- Evolutionary optimizer generalized to allow the application to the custom non-ML tasks
- Mutation schemes improved for a more explainable evolution process;
- History saving extended
Time series:
- Cross-validation for the time series implemented;
- Sparse lagged transformation for time series implemented to improve performance;
Common:
- API updated and simplified;
- Processing of categorical features improved;
- Fixes and improvements for the hyperparameters tuning;
- The ‘chain’ term is replaced with ‘pipeline’ for better understandability.
Utilities:
- Sensitivity analysis improved