diff --git a/examples/dynamic_cloud_cluster.ipynb b/examples/dynamic_cloud_cluster.ipynb
index 082f630..ab1bc57 100644
--- a/examples/dynamic_cloud_cluster.ipynb
+++ b/examples/dynamic_cloud_cluster.ipynb
@@ -153,7 +153,20 @@
     "# Git User/Pass to be used by trains-agent,\n",
     "# leave empty if image already contains git ssh-key\n",
     "TRAINS_GIT_USER = \"\"\n",
-    "TRAINS_GIT_PASS = \"\""
+    "TRAINS_GIT_PASS = \"\"\n",
+    "\n",
+    "# Additional fields for trains.conf file created on the remote instance\n",
+    "# for example: 'agent.default_docker.image: \"nvidia/cuda:10.0-cudnn7-runtime\"'\n",
+    "EXTRA_TRAINS_CONF = \"\"\"\n",
+    "\"\"\"\n",
+    "\n",
+    "# Bash script to run on instances before running trains-agent\n",
+    "# Example: \"\"\"\n",
+    "# echo \"This is the first line\"\n",
+    "# echo \"This is the second line\"\n",
+    "# \"\"\"\n",
+    "EXTRA_BASH_SCRIPT = \"\"\"\n",
+    "\"\"\""
    ]
   },
   {
@@ -207,7 +220,10 @@
     "    print(\n",
     "        \"Error: at least one resource name is used in multiple queues. \"\n",
     "        \"A resource name can only appear in a single queue definition.\"\n",
-    "    )"
+    "    )\n",
+    "\n",
+    "# Encode EXTRA_TRAINS_CONF for later bash script usage\n",
+    "EXTRA_TRAINS_CONF_ENCODED = \"\\\\\\\"\".join(EXTRA_TRAINS_CONF.split(\"\\\"\"))"
    ]
   },
   {
@@ -258,6 +274,7 @@
     "    sudo python3 -m pip install trains-agent\n",
     "    echo 'agent.git_user=\\\"{git_user}\\\"' >> /root/trains.conf\n",
     "    echo 'agent.git_pass=\\\"{git_pass}\\\"' >> /root/trains.conf\n",
+    "    echo {trains_conf} >> /root/trains.conf\n",
     "    export TRAINS_API_HOST={api_server}\n",
     "    export TRAINS_WEB_HOST={web_server}\n",
     "    export TRAINS_FILES_HOST={files_server}\n",
@@ -266,6 +283,7 @@
     "    export TRAINS_API_ACCESS_KEY='{access_key}'\n",
     "    export TRAINS_API_SECRET_KEY='{secret_key}'\n",
     "    screen\n",
+    "    {bash_script}\n",
     "    python3 -m trains_agent --config-file '/root/trains.conf' daemon --queue '{queue}' --docker\"\"\".format(\n",
     "        api_server=TRAINS_SERVER_API_SERVER,\n",
     "        web_server=TRAINS_SERVER_WEB_SERVER,\n",
@@ -276,6 +294,8 @@
     "        queue=queue_name,\n",
     "        git_user=TRAINS_GIT_USER,\n",
     "        git_pass=TRAINS_GIT_PASS,\n",
+    "        trains_conf=EXTRA_TRAINS_CONF_ENCODED,\n",
+    "        bash_script=EXTRA_BASH_SCRIPT\n",
     "    )\n",
     "\n",
     "    ec2 = boto3.client(\n",
@@ -545,4 +565,4 @@
  },
  "nbformat": 4,
  "nbformat_minor": 2
-}
+}
\ No newline at end of file