Roadmap for Upcoming Features and Support

Planned Support

If you have an operator / input format / backend that you want us to add or you are interested in working on, please open an issue and we will consider it for the roadmap!

• Additional Operators
• Additional Input Formats
• Additional Backend Support

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Additional Operators

Below is a list of operations that we plan to support.

Existing support listed: here.

Underway:

• Classifiers: Linear - (Issue #125)

  • LinearRegression
  • LogisticRegression
  • LinearSVC
  • SVC
  • NuSVC
  • SGDClassifier
  • LogisticRegressionCV

• Classifiers: Other

  • MLPClassifier
  • BernoulliNB
  • GaussianNB
  • MultinomialNB

• Feature Selectors - (Issue #134)

  • SelectKBest
  • VarianceThreshold
  • SelectPercentile

• Matrix Decomposition

  • PCA
  • KernelPCA
  • TruncatedSVD
  • FastICA

• Feature Pre-processing: One-to-One - (Issue #133)

  • SimpleImputer
  • MissingIndicator
  • ColumnTransformer
  • RobustScaler
  • MaxAbsScaler
  • MinMaxScaler
  • StandardScaler
  • Binarizer
  • KBinsDiscretizer

• Feature Pre-processing: Other

  • Normalizer - (Issue #126)
  • PolynomialFeatures
  • OneHotEncoder - (Issue #136)
  • LabelEncoder
  • FeatureHasher

• Text Featurizers

  • CountVectorizer

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Additional Input Formats

• Onnx-ml support (Issue #69)

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Additional Backend Support

• TVM support