diff --git a/notebooks/dataset.ipynb b/notebooks/dataset.ipynb
index 185854b..e42ab9f 100644
--- a/notebooks/dataset.ipynb
+++ b/notebooks/dataset.ipynb
@@ -1,5 +1,71 @@
 {
  "cells": [
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Download Datasets from external sources"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "%uv pip install dataset-tools roboflow"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "%uv pip install setuptools"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Download from Dataset-Ninja (supervisely)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import dataset_tools as dtools\n",
+    "\n",
+    "dtools.download(dataset=\"dacl10k\", dst_dir=\"./datasets/dataset-ninja/\")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Download from Roboflow Universe"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import os\n",
+    "\n",
+    "from roboflow import Roboflow\n",
+    "\n",
+    "rf = Roboflow(api_key=os.getenv(\"ROBOFLOW_API_KEY\"))\n",
+    "project = rf.workspace(\"roboflow-58fyf\").project(\"rock-paper-scissors-sxsw\")\n",
+    "version = project.version(14)\n",
+    "dataset = version.download(\"coco\")"
+   ]
+  },
   {
    "cell_type": "markdown",
    "metadata": {},
@@ -22,14 +88,14 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "%uv pip install -e ..[cpu]"
+    "%uv pip install -e ..[cpu] "
    ]
   },
   {
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "# Cloud Dataset Management\n",
+    "# Focoos Cloud Dataset Management\n",
     "\n",
     "This section covers the steps to see the datasets available on the FocoosAI platform and the creation of user datasets.\n"
    ]
@@ -158,9 +224,9 @@
     "focoos = Focoos(host_url=LOCAL_API_URL)\n",
     "\n",
     "ds = focoos.add_remote_dataset(\n",
-    "    name=\"slot-car-3\", description=\"Slot Car Tracker\", layout=DatasetLayout.ROBOFLOW_COCO, task=FocoosTask.DETECTION\n",
+    "    name=\"aeroscapes\", description=\"AeroScapes\", layout=DatasetLayout.SUPERVISELY, task=FocoosTask.SEMSEG\n",
     ")\n",
-    "ds_spec = ds.upload_data(\"./.data/carrera_go.zip\")"
+    "ds_spec = ds.upload_data(\"./datasets/dataset-ninja/aeroscapes1.zip\")"
    ]
   },
   {
@@ -219,7 +285,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.12.0"
+   "version": "3.10.12"
   }
  },
  "nbformat": 4,