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Releases: aws/sagemaker-scikit-learn-extension

v2.5.0

17 Feb 19:58
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Features

  • Similarity encoding

Bug fixes and other changes

  • Merge pull request #40 from GiannisMitr/tsfresh_extractor_speedups
  • apply feature thresholds before extracting features & add cap in total generated features.
  • remove RobustScaler from TSFreshExtractor.
  • enable parallelism in TSFeature extraction, excluding "sagemaker_serve" executions
  • Merge pull request #39 from zkarnin/sim_encode
  • Fixing broken dependency in tsfresh

v2.4.0

23 Sep 17:35
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Features

  • expansion control for TSFeatureExtractor

Bug fixes and other changes

  • Merge pull request #38 from nikitaivkin/master

v2.3.0

16 Aug 21:16
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Features

  • transformers for time series

v2.2.1

21 May 15:05
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Bug fixes and other changes

  • Datetime fix

v2.2.0

13 Apr 19:22
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Features

  • taei contrib library

Bug fixes and other changes

  • broken tests and dependencies

v2.1.0

21 Oct 16:55
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Features

  • adds threshold and max_categories parameter to RobustOrdinalEncoder
  • Add weight of evidence encoder

Bug fixes and other changes

  • use named functions instead of lambdas in DateTimeDefintions because of pickle

v2.0.0

13 Aug 14:12
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Breaking changes

  • update sklearn dependency version to 0.23 and mlio version to 0.5

Features

  • OrdinalEncoder can output np.nan instead of n for unseen values

Bug fixes and other changes

  • minor performance optimizations and refactoring

v1.2.0

29 Jul 17:23
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Features

  • adds a get_classes method to RobustLabelEncoder

v1.1.1

21 Jul 17:49
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Bug fixes and other changes

  • Merge pull request #18 from ipanepen/rle-bug
  • test data reading when n_rows = 1 mod batch_size
  • bug fix: makes fit_transform behavior consistent with fit and transform
  • fix a minor bug in OneHotEncoder by by overloading the buggy method in ThresholdOneHotEncoder and fixing it

v1.1.0

24 Feb 21:19
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Features

  • dummy feature commit for RobustOrdinalEncoder & add badges to README

Bug fixes and other changes

  • libprotobuf==3.11.4 is not backwards compatible, specify tox version for testing
  • Merge pull request #11 from ipanepen/master
  • fix for MemoryError in ThresholdOneHotEncoder
  • Adding RobustOrdinalEncoder
  • Specify mlio version 0.2.7