diff --git a/notebooks/unit5/unit5.ipynb b/notebooks/unit5/unit5.ipynb
index cef401d..622960e 100644
--- a/notebooks/unit5/unit5.ipynb
+++ b/notebooks/unit5/unit5.ipynb
@@ -206,7 +206,7 @@
       },
       "outputs": [],
       "source": [
-        "%%capture\n",
+        "\n",
         "# Go inside the repository and install the package\n",
         "%cd ml-agents\n",
         "!pip3 install -e ./ml-agents-envs\n",
@@ -600,58 +600,38 @@
     },
     {
       "cell_type": "markdown",
-      "metadata": {
-        "id": "NyqYYkLyAVMK"
-      },
       "source": [
-        "Download the file Pyramids.zip from https://drive.google.com/uc?export=download&id=1UiFNdKlsH0NTu32xV-giYUEVKV4-vc7H using `wget`. Check out the full solution to download large files from GDrive [here](https://bcrf.biochem.wisc.edu/2021/02/05/download-google-drive-files-using-wget/)"
-      ]
+        "We downloaded the file Pyramids-linux.zip from from https://huggingface.co/spaces/unity/ML-Agents-Pyramids/resolve/main/Pyramids-linux.zip using `wget`"
+      ],
+      "metadata": {
+        "id": "x2C48SGZjZYw"
+      }
     },
     {
       "cell_type": "code",
-      "execution_count": null,
-      "metadata": {
-        "id": "AxojCsSVAVMP"
-      },
-      "outputs": [],
       "source": [
-        "!wget --load-cookies /tmp/cookies.txt \"https://docs.google.com/uc?export=download&confirm=$(wget --quiet --save-cookies /tmp/cookies.txt --keep-session-cookies --no-check-certificate 'https://docs.google.com/uc?export=download&id=1UiFNdKlsH0NTu32xV-giYUEVKV4-vc7H' -O- | sed -rn 's/.*confirm=([0-9A-Za-z_]+).*/\\1\\n/p')&id=1UiFNdKlsH0NTu32xV-giYUEVKV4-vc7H\" -O ./training-envs-executables/linux/Pyramids.zip && rm -rf /tmp/cookies.txt"
-      ]
-    },
-    {
-      "cell_type": "markdown",
-      "metadata": {
-        "id": "bfs6CTJ1AVMP"
-      },
-      "source": [
-        "**OR** Download directly to local machine and then drag and drop the file from local machine to `./training-envs-executables/linux`"
-      ]
-    },
-    {
-      "cell_type": "markdown",
-      "metadata": {
-        "id": "H7JmgOwcSSmF"
-      },
-      "source": [
-        "Wait for the upload to finish and then run the command below.\n",
-        "\n",
-        "![image.png](data:image/png;base64,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)"
-      ]
-    },
-    {
-      "cell_type": "markdown",
-      "source": [
-        "Unzip it"
+        "!wget \"https://huggingface.co/spaces/unity/ML-Agents-Pyramids/resolve/main/Pyramids.zip\" -O ./training-envs-executables/linux/Pyramids.zip"
       ],
       "metadata": {
-        "id": "iWUUcs0_794U"
+        "id": "eWh8Pl3sjZY2"
+      },
+      "execution_count": null,
+      "outputs": []
+    },
+    {
+      "cell_type": "markdown",
+      "source": [
+        "We unzip the executable.zip file"
+      ],
+      "metadata": {
+        "id": "V5LXPOPujZY3"
       }
     },
     {
       "cell_type": "code",
       "execution_count": null,
       "metadata": {
-        "id": "i2E3K4V2AVMP"
+        "id": "SmNgFdXhjZY3"
       },
       "outputs": [],
       "source": [
@@ -662,7 +642,7 @@
     {
       "cell_type": "markdown",
       "metadata": {
-        "id": "KmKYBgHTAVMP"
+        "id": "T1jxwhrJjZY3"
       },
       "source": [
         "Make sure your file is accessible"
@@ -672,7 +652,7 @@
       "cell_type": "code",
       "execution_count": null,
       "metadata": {
-        "id": "Im-nwvLPAVMP"
+        "id": "6fDd03btjZY3"
       },
       "outputs": [],
       "source": [