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In this article I'll show you how to do time series regression using a neural network, with "rolling window" data, coded from scratch, using Python. A good way to see where this article is headed is ...
The scikit MLPRegressor neural network module is the most powerful scikit technique for regression problems, but the technique requires lots of labeled training data (typically at least 100 items).