Digest and Test: Generation of Discrete Sequences Using GANs

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In this chapter, we explored the use of GANs in the context of discrete time series prediction. We learned how to implement a model for a generator of discrete sequences with a short vocabulary based on the “Adversarial Generation of Natural Language” paper by Rajeswar et al. We implemented the models and trained them on sequences of words and sequences of characters.

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