corrected typo about layers that are frozen
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"*Please note that this is an optional notebook meant to introduce more advanced concepts. If you’re up for a challenge, take a look and don’t worry if you can’t follow everything. There is no code to implement—only some cool code for you to learn and run!*\n",
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"*Please note that this is an optional notebook meant to introduce more advanced concepts. If you’re up for a challenge, take a look and don’t worry if you can’t follow everything. There is no code to implement—only some cool code for you to learn and run!*\n",
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"\n",
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"\n",
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"### Goals\n",
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"### Goals\n",
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"In this notebook, you'll learn about and implement the fine-tuning approach proposed in [Freeze the Discriminator: a Simple Baseline for Fine-Tuning GANs](https://arxiv.org/abs/2002.10964) (Mo et al. 2020), which introduces the concept of freezing the upper layers of the discriminator in fine-tuning. Specifically, you'll fine-tune a pretrained StyleGAN to generate anime faces from human faces.\n",
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"In this notebook, you'll learn about and implement the fine-tuning approach proposed in [Freeze the Discriminator: a Simple Baseline for Fine-Tuning GANs](https://arxiv.org/abs/2002.10964) (Mo et al. 2020), which introduces the concept of freezing only the lower layers of the discriminator in fine-tuning. Specifically, you'll fine-tune a pretrained StyleGAN to generate anime faces from human faces.\n",
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"\n",
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"\n",
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"### Background\n",
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"### Background\n",
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"\n",
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"\n",
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