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Author
Last Commit
Apr. 19, 2019
Created
Mar. 16, 2017

CTRmodel

CTR prediction model based on pure Spark MLlib, no third-party library.

Realized Models

  • Naive Bayes
  • Logistic Regression
  • Factorization Machine
  • Random Forest
  • Gradient Boosted Decision Tree
  • GBDT + LR
  • Neural Network
  • Inner Product Neural Network (IPNN)
  • Outer Product Neural Network (OPNN)

Usage

It's a maven project. Spark version is 2.3.0. Scala version is 2.11.
After dependencies are imported by maven automatically, you can simple run the example function (com.ggstar.example.ModelSelection) to train all the CTR models and get the metrics comparison among all the models.

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