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From "Mike Dusenberry (JIRA)" <j...@apache.org>
Subject [jira] [Created] (SYSTEMML-1819) Create Keras2DML: Keras frontend to SystemML
Date Mon, 31 Jul 2017 20:12:00 GMT
Mike Dusenberry created SYSTEMML-1819:
-----------------------------------------

             Summary: Create Keras2DML: Keras frontend to SystemML
                 Key: SYSTEMML-1819
                 URL: https://issues.apache.org/jira/browse/SYSTEMML-1819
             Project: SystemML
          Issue Type: Bug
            Reporter: Mike Dusenberry


This task covers the creation of a "Keras2DML" frontend for SystemML, built upon the Caffe2DML
infrastructure, that will allow users to define (and even train) models in Keras and then
import them into SystemML for distributed training and prediction.  As an initial set of thoughts,
the input could be either (1) a Keras {{Model}} object, or (2) a saved Keras model hdf5 file,
and the output of training could be either (1) a Keras {{Model}} object, (2) a saved Keras
model hdf5 file, or (3) a SystemML model.

This would be a step towards a full-blown, official backend for Keras.  The main goal here
would be to allow users to be able to transparently make use of distributed training, without
having to learn the details of SystemML.



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