I'm trying to find out if it is possible to have "incremental training of ALS model" on kinesis streaming data using MLlib in Apache Spark. I have real time interaction of user from kinesis stream, but to get updated prediction results I need to train the model on whole data. This takes some time. I'm trying to figure out if I can do incremental training of ALS model on streaming data, but cannot find an answer.
Incremental training of ALS
