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spark-FM with Adagrad and Adam optimizer

A Spark-based implementation of Adam and Adagrad on Factorization Machine model (based on zhengruifeng/spark-libFM). FM is powerful dealing with sparse data, together with Adam/Adagrad, they showed a better performance than FM with normalSGD method

#How to try After getting Spark build environment ready, run 'sbt package' under the root of the source to build the package then excute $SPARKHOME/bin/spark-submit --class TestFMAda --master local[*] target/scala-2.10/libfm_2.10-0.0.1.jar

#FAQ

#Contact & Feedback feel free to submit an issue or pull request.

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Spark FM with Adagrad and Adam solver

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  • Terra 95.7%
  • Scala 4.3%