diff --git a/C2W3_FreezeD_(Optional).ipynb b/C2W3_FreezeD_(Optional).ipynb
index a3acab4..5e44d00 100644
--- a/C2W3_FreezeD_(Optional).ipynb
+++ b/C2W3_FreezeD_(Optional).ipynb
@@ -35,7 +35,7 @@
         "*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",
         "\n",
         "### Goals\n",
-        "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",
+        "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",
         "\n",
         "### Background\n",
         "\n",