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TypeBounded / UnboundedData GranularitySynchronization Pattern Support in the existing APIsSupport in the proposed APIExamples
Non-SGD-basedBoundedEpochMostly SynchronousYesYesOffline K-Means, Apriori, Decision Tree, Random Walk

SGD-Based Synchronous Offline algorithm

BoundedBatch → Epoch*SynchronousYesYesLinear Regression, Logistic Regression, Deep Learning algorithms
SGD-Based Asynchronous Offline algorithmBoundedBatch → Epoch*AsynchronousNoYesSame to the above
SGD-Based Synchronous Online algorithmUnboundedBatchSynchronousNoYesYesOnline version of the above algorithm
SGD-Based Asynchronous Online algorithmUnboundedBatchAsynchronousYesNoYesOnline version of the above algorithm

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