Training a GAN is a tricky thing, to say the least. There are an amazing number of ways one fail at training a GAN. In fact, in writing this chapter, I found myself expanding the vocabulary of my profanity vector significantly while also spending a small fortune on cloud GPU time! Before I show you two working GANs later in the chapter, let's consider what could break and how we might be able to fix those things.
How GANs can fail
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