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  1. Spark
  2. SPARK-9471

Multilayer perceptron classifier

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    Details

    • Type: New Feature
    • Status: Resolved
    • Priority: Major
    • Resolution: Fixed
    • Affects Version/s: 1.4.0
    • Fix Version/s: 1.5.0
    • Component/s: ML
    • Labels:
      None
    • Target Version/s:

      Description

      Implement Multilayer Perceptron for Spark ML. Requirements:
      1) ML pipelines interface
      2) Extensible internal interface for further development of artificial neural networks for ML
      3) Efficient and scalable: use vectors and BLAS

        Attachments

          Issue Links

          incorporates

          New Feature - A new feature of the product, which has yet to be developed. SPARK-4752 Classifier based on artificial neural network

          • Major - Major loss of function.
          • Closed
          relates to

          Bug - A problem which impairs or prevents the functions of the product. SPARK-10583 Correctness test for Multilayer Perceptron using Weka Reference

          • Major - Major loss of function.
          • Resolved

          Improvement - An improvement or enhancement to an existing feature or task. SPARK-10478 Improve spark.ml.ann implementations for MLP

          • Major - Major loss of function.
          • Resolved

          Improvement - An improvement or enhancement to an existing feature or task. SPARK-11262 Unit test for gradient, loss layers, memory management for multilayer perceptron

          • Major - Major loss of function.
          • Resolved

          Improvement - An improvement or enhancement to an existing feature or task. SPARK-12664 Expose probability, rawPrediction in MultilayerPerceptronClassificationModel

          • Major - Major loss of function.
          • Resolved

          Umbrella - An overarching type made of sub-tasks SPARK-5575 Artificial neural networks for MLlib deep learning

          • Major - Major loss of function.
          • Resolved

          Documentation - Documentation or Website SPARK-9897 User Guide for Multilayer Perceptron Classifier

          • Major - Major loss of function.
          • Closed
          links to

          Pull request #7621 [Github] Pull Request #7621 (avulanov)

            Activity

              People

              • Assignee:
                avulanov Alexander Ulanov
                Reporter:
                avulanov Alexander Ulanov
                Shepherd:
                Xiangrui Meng
              • Votes:
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                Watchers:
                5 Start watching this issue

                Dates

                • Created:
                  Updated:
                  Resolved:

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