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Online algorithms refer to computations that are performed iteratively, with data arriving during the computation. Online learning are methods which works when the data arrives. For questions focusing on the Internet, please use the "internet" tag.
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Time series model in production - Re-train on the fly as as batch process?
What you can do is basically train the model for example once a day (depending on the interval), save it and append its forecasts to a copy of the array you're storing your data in so all of it could …