diff --git a/README.md b/README.md
index 17646f251..3a92e162f 100644
--- a/README.md
+++ b/README.md
@@ -185,7 +185,7 @@ The optimization behavior of the strategy is shown in the animated figure below.
 [comment]: <> (TODO: Update Figure with Dorofee and exchange link below with https://raw.githubusercontent.com/experimental-design/bofire/main/graphics/tutorials/himmelblau_optimization.gif)
 
 <div style="text-align: center;">
-    <img src="graphics/tutorials/himmelblau_optimization.gif" alt="Optimization of Himmelblau's function" width="500"/>
+    <img src="graphics/tutorials/himmelblau_optimization.gif" alt="Optimization of Himmelblau's function" width="300"/>
 </div>
 
 
diff --git a/tutorials/getting_started.ipynb b/tutorials/getting_started.ipynb
index 26d0b421e..2af146b2b 100644
--- a/tutorials/getting_started.ipynb
+++ b/tutorials/getting_started.ipynb
@@ -30,11438 +30,15 @@
     "\n",
     "### Optimization problem\n",
     "\n",
-    "You will find a notebook covering the described example below in our [tutorials](https://github.com/experimental-design/bofire/tree/main/tutorials) section to run the code yourself.\n",
+    "Let us consider a test function for single-objective optimization - the [Himmelblau's function](https://en.wikipedia.org/wiki/Himmelblau%27s_function). The Himmelblau's function is a multi-modal function with four identical local minima used to test the performance of optimization algorithms. The optimization domain of the Himmelblau's function is illustrated below together with the four minima marked red.\n",
     "\n",
-    "Let us consider a test function for single-objective optimization - the [Himmelblau's function](https://en.wikipedia.org/wiki/Himmelblau%27s_function). The Himmelblau's function is a multi-modal function with four identical local minima used to test the performance of optimization algorithms. Let's define the Himmelblau's function to evaluate points in the domain space."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 2,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "def himmelblau(x1, x2):\n",
-    "    return (x1**2 + x2 - 11) ** 2 + (x1 + x2**2 - 7) ** 2"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "The optimization domain of the Himmelblau's function is illustrated below together with the four minima marked red."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 3,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "import numpy as np\n",
-    "\n",
-    "\n",
-    "x1_vec = np.linspace(-5, 5, 100)\n",
-    "x2_vec = np.linspace(-5, 5, 100)\n",
-    "\n",
-    "x_1, x_2 = np.meshgrid(x1_vec, x2_vec)\n",
-    "results = himmelblau(x_1, x_2)\n",
-    "\n",
-    "x_minima = [\n",
-    "    [3.0, 2.0],\n",
-    "    [-2.805118, 3.131312],\n",
-    "    [-3.779310, -3.283186],\n",
-    "    [3.584428, -1.848126],\n",
-    "]"
-   ]
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-        "title": {
-         "text": "Himmelblau's Function"
-        },
-        "width": 400,
-        "xaxis": {
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-          "text": "x1"
-         }
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-        "yaxis": {
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-     "metadata": {},
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-   ],
-   "source": [
-    "import plotly.graph_objects as go\n",
+    "[comment]: <> (TODO: Exchange link below with https://raw.githubusercontent.com/experimental-design/bofire/main/graphics/tutorials/himmelblau.png)\n",
     "\n",
+    "<div style=\"text-align: center;\">\n",
+    "    <img src=\"../graphics/tutorials/himmelblau.png\" alt=\"Himmelblau's function\" width=\"300\"/>\n",
+    "</div>\n",
     "\n",
-    "fig = go.Figure(\n",
-    "    data=go.Contour(\n",
-    "        z=results,\n",
-    "        zmin=0,\n",
-    "        zmax=600,\n",
-    "        x=x1_vec,\n",
-    "        y=x2_vec,\n",
-    "        contours_coloring=\"heatmap\",\n",
-    "        colorbar={\"title\": \"y\"},\n",
-    "    )\n",
-    ")\n",
     "\n",
-    "fig.update_layout(\n",
-    "    title=\"Himmelblau's Function\",\n",
-    "    autosize=False,\n",
-    "    width=400,\n",
-    "    height=350,\n",
-    "    margin={\"l\": 10, \"r\": 10, \"b\": 10, \"t\": 40},\n",
-    "    xaxis_title=\"x1\",\n",
-    "    yaxis_title=\"x2\",\n",
-    "    legend_title=\"y\",\n",
-    ")\n",
-    "\n",
-    "for x1, x2 in x_minima:\n",
-    "    fig.add_trace(\n",
-    "        go.Scatter(\n",
-    "            x=[x1],\n",
-    "            y=[x2],\n",
-    "            mode=\"markers\",\n",
-    "            showlegend=False,\n",
-    "            marker={\"size\": 10, \"color\": \"red\"},\n",
-    "        )\n",
-    "    )\n",
-    "fig.show()"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
     "### Defining the optimization output\n",
     "\n",
     "Let's consider the single continuous output variable *y* of the Himmelblau's function with the objective to minimize it. In BoFire's terminology, we create a `MinimizeObjective` object to define the optimization objective of a `Continuous Output` feature."
@@ -11469,7 +46,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 5,
+   "execution_count": null,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -11495,7 +72,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 6,
+   "execution_count": null,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -11520,7 +97,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 7,
+   "execution_count": null,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -11538,33 +115,33 @@
    "metadata": {},
    "source": [
     "### Draw candidates and execute experiments\n",
+    "\n",
+    "Let's define the Himmelblau's function to evaluate points in the domain space."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def himmelblau(x1, x2):\n",
+    "    return (x1**2 + x2 - 11) ** 2 + (x1 + x2**2 - 7) ** 2"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
     "\n",
     "To initialize an iterative Bayesian optimization loop, let's first randomly draw 10 samples from the domain. In BoFire's terminology, those suggested samples are called `Candidates`."
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 8,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "         x1        x2\n",
-      "0  1.059211  1.374497\n",
-      "1 -4.176967 -1.589341\n",
-      "2 -3.784766  4.674178\n",
-      "3 -2.449681  1.128971\n",
-      "4  3.055689 -2.594837\n",
-      "5 -4.779897  3.157958\n",
-      "6 -0.040224 -2.291381\n",
-      "7  3.854749  3.860476\n",
-      "8 -0.896600  1.240756\n",
-      "9  0.536098 -0.041359\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "candidates = domain.inputs.sample(10, seed=13)\n",
     "\n",
@@ -11580,27 +157,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 9,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "         x1        x2           y\n",
-      "0  1.059211  1.374497   88.725854\n",
-      "1 -4.176967 -1.589341   98.436483\n",
-      "2 -3.784766  4.674178  186.371901\n",
-      "3 -2.449681  1.128971   81.809936\n",
-      "4  3.055689 -2.594837   25.904959\n",
-      "5 -4.779897  3.157958  228.427101\n",
-      "6 -0.040224 -2.291381  179.821177\n",
-      "7  3.854749  3.860476  197.842843\n",
-      "8 -0.896600  1.240756  120.611344\n",
-      "9  0.536098 -0.041359  157.407519\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "experimental_output = candidates.apply(lambda row: himmelblau(row[\"x1\"], row[\"x2\"]), axis=1)\n",
     "\n",
@@ -11624,7 +183,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 10,
+   "execution_count": null,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -11652,7 +211,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 11,
+   "execution_count": null,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -11693,12 +252,14 @@
    ]
   },
   {
-   "cell_type": "code",
-   "execution_count": 26,
+   "cell_type": "markdown",
    "metadata": {},
-   "outputs": [],
    "source": [
-    "# TODO: Add Dorofee's updated plotting function"
+    "[comment]: <> (TODO: Update Figure with Dorofee and exchange link below with https://raw.githubusercontent.com/experimental-design/bofire/main/graphics/tutorials/himmelblau_optimization.gif)\n",
+    "\n",
+    "<div style=\"text-align: center;\">\n",
+    "    <img src=\"../graphics/tutorials/himmelblau_optimization.gif\" alt=\"Optimization of Himmelblau's function\" width=\"300\"/>\n",
+    "</div>"
    ]
   },
   {
@@ -11708,13 +269,6 @@
    "outputs": [],
    "source": []
   },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": []
-  },
   {
    "cell_type": "code",
    "execution_count": null,