skrobot is a Python module for designing, running and tracking Machine Learning experiments / tasks. It is built on top of scikit-learn framework.
MIT License
Add DatasetCalculationTask to wrap featuretools calculate_feature_matrix()
Change examples to use DatasetCalculationTask
Update documentation
Use categorical columns in pandas examples
Published by echatzikyriakidis almost 4 years ago
Published by echatzikyriakidis almost 4 years ago
Fix Read The Docs documentation build by adding .readthedocs.yml
Published by echatzikyriakidis almost 4 years ago
Fix documentation, examples.
Published by echatzikyriakidis almost 4 years ago
Add DeepFeatureSynthesisTask
Add EmailNotifier
All tasks can retrieve also data as dataframes (instead only as URL/file path)
Add examples with DeepFeatureSynthesisTask
Upgrade dependencies
Published by echatzikyriakidis almost 4 years ago
Fix versionings in PyPI, Read the Docs, README.md, examples, etc
Also update all requirements.txt dependencies to latest.
Published by echatzikyriakidis almost 4 years ago
Add Sphinx documentation for the source.
The PredictionTask returns in the output also the model's probabilities.
Published by echatzikyriakidis over 4 years ago
The PredictionTask now works for probabilistic models and a threshold is provided (default value is 0.5)
Metrics are now computed correctly
Examples are re-generated
The EvaluationCrossValidationTask now supports parameters threshold_selection_by and metric_greater_is_better for selecting the best threshold based either on a threshold or a metric
Published by echatzikyriakidis over 4 years ago
Update dependencies to latest version.
scikit-learn==0.23.1
joblib==0.16.0
numpy==1.19.1
pandas==1.0.5
numpyencoder==0.2.0
plotly==4.9.0
stringcase==1.2.0
scikit-plot==0.3.7
matplotlib==3.3.0
Published by echatzikyriakidis over 4 years ago
• PredictionTask class is added
• Source code file path is now optional and can be given with set_source_code_file_path() in Experiment class
• Accuracy metric is added in HyperParametersSearchCrossValidationTask class
• Changes in examples
Published by echatzikyriakidis over 4 years ago
This is the first release of skrobot.