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Using Generative Models to Augment Financial Data

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Using Generative Models to Augment Financial Data

Using Variational Autoencoders to Multiply Your Time Series

Sofien Kaabar, CFA
Oct 17, 2023
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Using Generative Models to Augment Financial Data

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Data is gold, but generating data is like having an infinite gold mine. Of course, this is a bit of an exaggeration, but it does not hinder the importance of generating data that is similar to a selected set of observations.

This article shows how to create a simple generative model in Python that will try to mimic the statistical distribution of an orig…

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