diff --git a/notebooks/end2end_example/cybersecurity/1-train-mlp-with-brevitas.ipynb b/notebooks/end2end_example/cybersecurity/1-train-mlp-with-brevitas.ipynb
index 80d48beeebd61d9faa81ed9e47a33b04df23de7f..57fda092c647bac60c9a11b7a5b2bae3bc4efe3b 100644
--- a/notebooks/end2end_example/cybersecurity/1-train-mlp-with-brevitas.ipynb
+++ b/notebooks/end2end_example/cybersecurity/1-train-mlp-with-brevitas.ipynb
@@ -98,16 +98,34 @@
     "\n",
     "Following Murovic and Trost's open-source implementation provided as a Matlab script [here](https://github.com/TadejMurovic/BNN_Deployment/blob/master/cybersecurity_dataset_unswb15.m), we've created a [Python version](dataloader_quantized.py).\n",
     "\n",
-    "<font color=\"red\">**FPGA'21 tutorial:** Downloading the original dataset and quantizing it can take some time, so we provide a pre-quantized version for your convenience. The prequantized dataset (unsw_nb15_binarized.npz) should already be available on the AWS instance. If not, uncomment the following line to download:</font>"
+    "<font color=\"red\">**FPGA'21 tutorial:** Downloading the original dataset and quantizing it can take some time, so we provide a download link to the pre-quantized version for your convenience. </font>"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 2,
+   "execution_count": 1,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "--2021-02-24 16:57:33--  https://zenodo.org/record/4519767/files/unsw_nb15_binarized.npz?download=1\n",
+      "Resolving zenodo.org (zenodo.org)... 137.138.76.77\n",
+      "Connecting to zenodo.org (zenodo.org)|137.138.76.77|:443... connected.\n",
+      "HTTP request sent, awaiting response... 200 OK\n",
+      "Length: 13391907 (13M) [application/octet-stream]\n",
+      "Saving to: 'unsw_nb15_binarized.npz'\n",
+      "\n",
+      "unsw_nb15_binarized 100%[===================>]  12.77M  2.17MB/s    in 8.9s    \n",
+      "\n",
+      "2021-02-24 16:57:44 (1.44 MB/s) - 'unsw_nb15_binarized.npz' saved [13391907/13391907]\n",
+      "\n"
+     ]
+    }
+   ],
    "source": [
-    "# ! wget -O unsw_nb15_binarized.npz https://zenodo.org/record/4519767/files/unsw_nb15_binarized.npz?download=1"
+    "! wget -O unsw_nb15_binarized.npz https://zenodo.org/record/4519767/files/unsw_nb15_binarized.npz?download=1"
    ]
   },
   {