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Re:PredictionIO – an open-source ML stack built on Spark, HB... by j42 on Tuesday June 16, 2015 @08:34AM (#9725254)
Maybe Spark + Cassandra, but Cassandra has definitely shown to be finicky when it comes to 4+ node clusters, meaning, unless you're willing to contribute time and resources to devops and dive into Java, it's a point against getting up and running quickly.

That said, this service runs on HBASE which is great, however, queries function similarly to a mapreduce. This has proven consistently slower than SQL-like alternatives and I can think of a few use-cases where you'd definitely want that added speed.

It's really a question of "good enough" and how many components of your stack you're willing to take responsibility for, in exchange for enhanced scalability and IOP/s.

For what its worth though, I think Spark (in light of the recent commitment from IBM) is here to stay, so I'd say it's the unequivocal leader in distributed load/clustering frameworks.

Re:PredictionIO – an open-source ML stack built on Spark, HB... by tstonez on Tuesday June 16, 2015 @06:54PM (#9729199)
Also built-in support for other data store backends e.g., PostgreSQL, MySQL, ...see https://docs.prediction.io/system/anotherdatastore/ since 0.9.3 release.
Re:PredictionIO – an open-source ML stack built on Spark, HB... by ShirsenduK on Wednesday June 17, 2015 @01:04AM (#9730167)
Storage is not what engineers struggle with its the ML setup.