SAS Pipefitter

Date: Apr 02, 2017 Version: 1.0.0

Binary Installers: http://github.com/sassoftware/python-pipefitter/releases

Source Repository: http://github.com/sassoftware/python-pipefitter

Issues & Ideas: https://github.com/sassoftware/python-pipefitter/issues

SAS Pipefitter provides Python APIs for developing repeatable data transformation and model fitting pipelines with SAS 9.4 and SAS Cloud Analytic Services (CAS) in the SAS Viya platform.

• Overview of SAS pipefitter
  • What is SAS pipefitter?
  • Dependencies
  • Project status
• Installation and configuration
• Getting started
  • About this example
  • Build the pipeline
  • Run the pipeline in SAS 9.4
  • Run the pipeline in SAS Viya and SAS Cloud Analytic Services
  • Bonus: HyperParameter tuning
• API Reference
  • Estimators
    • Decision Tree
    • Decision Forest
    • Gradient Boosting Tree
    • Logistic Regression
      • pipefitter.estimator.LogisticRegression
      • pipefitter.estimator.LogisticRegression.fit
    • Linear Regression
      • pipefitter.estimator.LinearRegression
      • pipefitter.estimator.LinearRegression.fit
    • Neural Network
      • pipefitter.estimator.NeuralNetwork
      • pipefitter.estimator.NeuralNetwork.fit
  • Models
    • Decision Tree Model
    • Decision Forest Model
    • Gradient Boosting Tree Model
    • Logistic Regression Model
      • pipefitter.estimator.regression.LogisticRegressionModel.score
      • pipefitter.estimator.regression.LogisticRegressionModel.transform
    • Linear Regression Model
      • pipefitter.estimator.regression.LinearRegressionModel.score
      • pipefitter.estimator.regression.LinearRegressionModel.transform
    • Neural Network Model
      • pipefitter.estimator.neural_net.NeuralNetworkModel.score
      • pipefitter.estimator.neural_net.NeuralNetworkModel.transform
  • Pipelines
    • Pipeline
    • Pipeline Model
  • Transformers
    • Imputers
  • HyperParameter Tuning
• License
  • Apache 2.0

Index

• Index