diff --git a/examples/vision/edsr.py b/examples/vision/edsr.py
index 2746c67fe4..c4e38d63a8 100644
--- a/examples/vision/edsr.py
+++ b/examples/vision/edsr.py
@@ -342,4 +342,8 @@ def plot_results(lowres, preds):
 You could also improve on the given baseline EDSR model by implementing EDSR+,
 or MDSR( Multi-Scale super-resolution) and MDSR+,
 which were proposed in the same paper.
+
+| Trained Model | Demo |
+| :--: | :--: |
+| [![Generic badge](https://img.shields.io/badge/🤗%20Model-EDSR-red.svg)](https://huggingface.co/keras-io/EDSR) | [![Generic badge](https://img.shields.io/badge/🤗%20Spaces-EDSR-red.svg)](https://huggingface.co/spaces/keras-io/EDSR) |
 """
diff --git a/examples/vision/ipynb/edsr.ipynb b/examples/vision/ipynb/edsr.ipynb
index e5c273d559..9ab6398e3c 100644
--- a/examples/vision/ipynb/edsr.ipynb
+++ b/examples/vision/ipynb/edsr.ipynb
@@ -39,7 +39,7 @@
     "you can do super-resolution using an ESPCN Model. According to the survey paper, EDSR is one of the top-five\n",
     "best-performing super-resolution methods based on PSNR scores. However, it has more\n",
     "parameters and requires more computational power than other approaches.\n",
-    "It has a PSNR value (\u224834db) that is slightly higher than ESPCN (\u224832db).\n",
+    "It has a PSNR value (≈34db) that is slightly higher than ESPCN (≈32db).\n",
     "As per the survey paper, EDSR performs better than ESPCN.\n",
     "\n",
     "Paper:\n",
@@ -60,7 +60,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 0,
+   "execution_count": null,
    "metadata": {
     "colab_type": "code"
    },
@@ -93,7 +93,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 0,
+   "execution_count": null,
    "metadata": {
     "colab_type": "code"
    },
@@ -123,7 +123,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 0,
+   "execution_count": null,
    "metadata": {
     "colab_type": "code"
    },
@@ -184,8 +184,7 @@
     "        highres_width : highres_width + hr_crop_size,\n",
     "    ]  # 96x96\n",
     "\n",
-    "    return lowres_img_cropped, highres_img_cropped\n",
-    ""
+    "    return lowres_img_cropped, highres_img_cropped\n"
    ]
   },
   {
@@ -203,7 +202,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 0,
+   "execution_count": null,
    "metadata": {
     "colab_type": "code"
    },
@@ -249,7 +248,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 0,
+   "execution_count": null,
    "metadata": {
     "colab_type": "code"
    },
@@ -278,8 +277,7 @@
     "    \"\"\"Compute the peak signal-to-noise ratio, measures quality of image.\"\"\"\n",
     "    # Max value of pixel is 255\n",
     "    psnr_value = tf.image.psnr(high_resolution, super_resolution, max_val=255)[0]\n",
-    "    return psnr_value\n",
-    ""
+    "    return psnr_value\n"
    ]
   },
   {
@@ -307,7 +305,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 0,
+   "execution_count": null,
    "metadata": {
     "colab_type": "code"
    },
@@ -404,7 +402,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 0,
+   "execution_count": null,
    "metadata": {
     "colab_type": "code"
    },
@@ -433,7 +431,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 0,
+   "execution_count": null,
    "metadata": {
     "colab_type": "code"
    },
@@ -471,7 +469,11 @@
     "\n",
     "You could also improve on the given baseline EDSR model by implementing EDSR+,\n",
     "or MDSR( Multi-Scale super-resolution) and MDSR+,\n",
-    "which were proposed in the same paper."
+    "which were proposed in the same paper.\n",
+    "\n",
+    "| Trained Model | Demo |\n",
+    "| :--: | :--: |\n",
+    "| [![Generic badge](https://img.shields.io/badge/🤗%20Model-EDSR-red.svg)](https://huggingface.co/keras-io/EDSR) | [![Generic badge](https://img.shields.io/badge/🤗%20Spaces-EDSR-red.svg)](https://huggingface.co/spaces/keras-io/EDSR) |"
    ]
   }
  ],
diff --git a/examples/vision/md/edsr.md b/examples/vision/md/edsr.md
index 17e5ef4c76..e2834b468c 100644
--- a/examples/vision/md/edsr.md
+++ b/examples/vision/md/edsr.md
@@ -635,3 +635,7 @@ be able to handle a greater range of real-world images.
 You could also improve on the given baseline EDSR model by implementing EDSR+,
 or MDSR( Multi-Scale super-resolution) and MDSR+,
 which were proposed in the same paper.
+
+| Trained Model | Demo |
+| :--: | :--: |
+| [![Generic badge](https://img.shields.io/badge/🤗%20Model-EDSR-red.svg)](https://huggingface.co/keras-io/EDSR) | [![Generic badge](https://img.shields.io/badge/🤗%20Spaces-EDSR-red.svg)](https://huggingface.co/spaces/keras-io/EDSR) |
\ No newline at end of file