diff --git a/gan/playground.ipynb b/gan/playground.ipynb
index de7187fb..35116962 100644
--- a/gan/playground.ipynb
+++ b/gan/playground.ipynb
@@ -546,7 +546,55 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      " 49%|████▉     | 246/500 [24:09<26:17,  6.21s/it]"
+      " 60%|██████    | 300/500 [29:28<19:29,  5.85s/it]"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Epoch: 300, iteration: 468, Discriminator Loss:array(0.558408, dtype=float32), Generator Loss: array(0.687771, dtype=float32)\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      " 80%|████████  | 400/500 [39:17<09:43,  5.83s/it]"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Epoch: 400, iteration: 468, Discriminator Loss:array(0.566884, dtype=float32), Generator Loss: array(0.66744, dtype=float32)\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "100%|██████████| 500/500 [49:04<00:00,  5.89s/it]\n"
      ]
     }
    ],