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Support streaming/incremental fitting #279

@joelchen

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@joelchen

Memory is limited and using swap is painfully slow to fit massive amounts of data. There is discussion of incremental learning in #46 years ago but I cannot find partial_fit in the code. Spark has https://spark.apache.org/docs/3.1.1/api/python/reference/api/pyspark.mllib.regression.StreamingLinearRegressionWithSGD.html which also tackles limited memory with streaming data.

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