diff --git a/tutorial/source/model_rendering.ipynb b/tutorial/source/model_rendering.ipynb
index d23125e0a9..c76a73e052 100644
--- a/tutorial/source/model_rendering.ipynb
+++ b/tutorial/source/model_rendering.ipynb
@@ -60,63 +60,9 @@
    "outputs": [
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   },
   {
-   "cell_type": "code",
-   "execution_count": null,
+   "attachments": {},
+   "cell_type": "markdown",
    "id": "837047a8",
    "metadata": {},
+   "source": [
+    "# Rendering deterministic variables\n",
+    "\n",
+    "Pyro allows deterministic variables to be defined using `pyro.deterministic`. These variables can be rendered by setting `render_deterministic=True` in `pyro.render_model` as follows:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 15,
+   "id": "d90dc8d7",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def model_deterministic(data):\n",
+    "    sigma = pyro.param(\"sigma\", torch.tensor([1.]), constraint=constraints.positive)\n",
+    "    mu = pyro.param(\"mu\", torch.tensor([0.]))\n",
+    "    x = pyro.sample(\"x\", dist.Normal(mu, sigma))\n",
+    "    log_y = pyro.sample(\"y\", dist.Normal(x, 1))\n",
+    "    y = pyro.deterministic(\"y_deterministic\", log_y.exp())\n",
+    "    with pyro.plate(\"N\", len(data)):\n",
+    "        eps_z_loc = pyro.sample(\"eps_z_loc\", dist.Normal(0, 1))\n",
+    "        z_loc = pyro.deterministic(\"z_loc\", eps_z_loc + x, event_dim=0)\n",
+    "        pyro.sample(\"z\", dist.Normal(z_loc, y), obs=data)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 16,
+   "id": "6fcc43d8",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/svg+xml": "<?xml version=\"1.0\" encoding=\"UTF-8\" standalone=\"no\"?>\n<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\n \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\n<!-- Generated by graphviz version 8.1.0 (0)\n -->\n<!-- Pages: 1 -->\n<svg width=\"563pt\" height=\"483pt\"\n viewBox=\"0.00 0.00 563.38 483.25\" xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\">\n<g id=\"graph0\" class=\"graph\" transform=\"scale(1 1) rotate(0) translate(4 479.25)\">\n<polygon fill=\"white\" stroke=\"none\" points=\"-4,4 -4,-479.25 559.38,-479.25 559.38,4 -4,4\"/>\n<g id=\"clust1\" class=\"cluster\">\n<title>cluster_N</title>\n<polygon fill=\"none\" stroke=\"black\" points=\"8,-8 8,-229.25 140,-229.25 140,-8 8,-8\"/>\n<text text-anchor=\"middle\" x=\"126\" y=\"-15.95\" font-family=\"Times,serif\" font-size=\"14.00\">N</text>\n</g>\n<!-- x -->\n<g id=\"node1\" class=\"node\">\n<title>x</title>\n<ellipse fill=\"white\" stroke=\"black\" cx=\"201\" cy=\"-275.25\" rx=\"27\" ry=\"18\"/>\n<text text-anchor=\"middle\" x=\"201\" y=\"-270.57\" font-family=\"Times,serif\" font-size=\"14.00\">x</text>\n</g>\n<!-- y -->\n<g id=\"node2\" class=\"node\">\n<title>y</title>\n<ellipse fill=\"white\" stroke=\"black\" cx=\"231\" cy=\"-203.25\" rx=\"27\" ry=\"18\"/>\n<text text-anchor=\"middle\" x=\"231\" y=\"-198.57\" font-family=\"Times,serif\" font-size=\"14.00\">y</text>\n</g>\n<!-- x&#45;&gt;y -->\n<g id=\"edge1\" class=\"edge\">\n<title>x&#45;&gt;y</title>\n<path fill=\"none\" stroke=\"black\" d=\"M208.11,-257.66C211.55,-249.64 215.76,-239.82 219.62,-230.79\"/>\n<polygon fill=\"black\" stroke=\"black\" points=\"223.22,-232.29 223.94,-221.72 216.79,-229.53 223.22,-232.29\"/>\n</g>\n<!-- z_loc -->\n<g id=\"node7\" class=\"node\">\n<title>z_loc</title>\n<ellipse fill=\"gray\" stroke=\"black\" stroke-dasharray=\"5,2\" cx=\"95\" cy=\"-131.25\" rx=\"35.42\" ry=\"18\"/>\n<text text-anchor=\"middle\" x=\"95\" y=\"-126.58\" font-family=\"Times,serif\" font-size=\"14.00\">z_loc</text>\n</g>\n<!-- x&#45;&gt;z_loc -->\n<g id=\"edge3\" class=\"edge\">\n<title>x&#45;&gt;z_loc</title>\n<path fill=\"none\" stroke=\"black\" d=\"M190.94,-258.09C179.46,-239.93 159.82,-209.8 141,-185.25 133.47,-175.43 124.68,-165.06 116.81,-156.12\"/>\n<polygon fill=\"black\" stroke=\"black\" points=\"119.88,-154.19 110.62,-149.06 114.66,-158.85 119.88,-154.19\"/>\n</g>\n<!-- y_deterministic -->\n<g id=\"node3\" class=\"node\">\n<title>y_deterministic</title>\n<ellipse fill=\"gray\" stroke=\"black\" stroke-dasharray=\"5,2\" cx=\"237\" cy=\"-131.25\" rx=\"88.56\" ry=\"18\"/>\n<text text-anchor=\"middle\" x=\"237\" y=\"-126.58\" font-family=\"Times,serif\" font-size=\"14.00\">y_deterministic</text>\n</g>\n<!-- y&#45;&gt;y_deterministic -->\n<g id=\"edge2\" class=\"edge\">\n<title>y&#45;&gt;y_deterministic</title>\n<path fill=\"none\" stroke=\"black\" d=\"M232.48,-184.95C233.12,-177.49 233.89,-168.57 234.6,-160.22\"/>\n<polygon fill=\"black\" stroke=\"black\" points=\"238.17,-160.62 235.53,-150.35 231.19,-160.02 238.17,-160.62\"/>\n</g>\n<!-- z -->\n<g id=\"node8\" class=\"node\">\n<title>z</title>\n<ellipse fill=\"gray\" stroke=\"black\" cx=\"100\" cy=\"-59.25\" rx=\"27\" ry=\"18\"/>\n<text text-anchor=\"middle\" x=\"100\" y=\"-54.58\" font-family=\"Times,serif\" font-size=\"14.00\">z</text>\n</g>\n<!-- y_deterministic&#45;&gt;z -->\n<g id=\"edge5\" class=\"edge\">\n<title>y_deterministic&#45;&gt;z</title>\n<path fill=\"none\" stroke=\"black\" d=\"M205.23,-114.01C182.74,-102.53 152.76,-87.21 130.56,-75.86\"/>\n<polygon fill=\"black\" stroke=\"black\" points=\"132.45,-72.39 121.96,-70.96 129.27,-78.62 132.45,-72.39\"/>\n</g>\n<!-- sigma -->\n<g id=\"node4\" class=\"node\">\n<title>sigma</title>\n<polygon fill=\"white\" stroke=\"none\" points=\"197.38,-410.88 154.62,-410.88 154.62,-393.62 197.38,-393.62 197.38,-410.88\"/>\n<text text-anchor=\"middle\" x=\"176\" y=\"-397.57\" font-family=\"Times,serif\" font-size=\"14.00\">sigma</text>\n</g>\n<!-- sigma&#45;&gt;x -->\n<g id=\"edge7\" class=\"edge\">\n<title>sigma&#45;&gt;x</title>\n<path fill=\"none\" stroke=\"black\" d=\"M177.49,-393.81C180.94,-376.54 189.64,-333.06 195.43,-304.1\"/>\n<polygon fill=\"black\" stroke=\"black\" points=\"199.04,-304.92 197.56,-294.43 192.17,-303.55 199.04,-304.92\"/>\n</g>\n<!-- mu -->\n<g id=\"node5\" class=\"node\">\n<title>mu</title>\n<polygon fill=\"white\" stroke=\"none\" points=\"238.25,-410.88 215.75,-410.88 215.75,-393.62 238.25,-393.62 238.25,-410.88\"/>\n<text text-anchor=\"middle\" x=\"227\" y=\"-397.57\" font-family=\"Times,serif\" font-size=\"14.00\">mu</text>\n</g>\n<!-- mu&#45;&gt;x -->\n<g id=\"edge8\" class=\"edge\">\n<title>mu&#45;&gt;x</title>\n<path fill=\"none\" stroke=\"black\" d=\"M225.45,-393.81C221.86,-376.54 212.82,-333.06 206.79,-304.1\"/>\n<polygon fill=\"black\" stroke=\"black\" points=\"210.04,-303.5 204.57,-294.43 203.18,-304.93 210.04,-303.5\"/>\n</g>\n<!-- eps_z_loc 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class=\"node\">\n<title>distribution_description_node</title>\n<text text-anchor=\"start\" x=\"264.62\" y=\"-457.95\" font-family=\"Times,serif\" font-size=\"14.00\">x ~ Normal</text>\n<text text-anchor=\"start\" x=\"264.62\" y=\"-440.7\" font-family=\"Times,serif\" font-size=\"14.00\">y ~ Normal</text>\n<text text-anchor=\"start\" x=\"264.62\" y=\"-423.45\" font-family=\"Times,serif\" font-size=\"14.00\">y_deterministic ~ Deterministic</text>\n<text text-anchor=\"start\" x=\"264.62\" y=\"-406.2\" font-family=\"Times,serif\" font-size=\"14.00\">eps_z_loc ~ Normal</text>\n<text text-anchor=\"start\" x=\"264.62\" y=\"-388.95\" font-family=\"Times,serif\" font-size=\"14.00\">z_loc ~ Deterministic</text>\n<text text-anchor=\"start\" x=\"264.62\" y=\"-371.7\" font-family=\"Times,serif\" font-size=\"14.00\">z ~ Normal</text>\n<text text-anchor=\"start\" x=\"264.62\" y=\"-354.45\" font-family=\"Times,serif\" font-size=\"14.00\">sigma : GreaterThan(lower_bound=0.0)</text>\n<text text-anchor=\"start\" x=\"264.62\" y=\"-337.2\" font-family=\"Times,serif\" font-size=\"14.00\">mu : Real()</text>\n</g>\n</g>\n</svg>\n",
+      "text/plain": [
+       "<graphviz.graphs.Digraph at 0x7f06e8a89f10>"
+      ]
+     },
+     "execution_count": 16,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "data = torch.ones(10)\n",
+    "pyro.render_model(\n",
+    "    model_deterministic,\n",
+    "    model_args=(data,),\n",
+    "    render_params=True,\n",
+    "    render_distributions=True,\n",
+    "    render_deterministic=True\n",
+    ")"
+   ]
+  },
+  {
+   "attachments": {},
+   "cell_type": "markdown",
+   "id": "9dff1ccc",
+   "metadata": {},
+   "source": [
+    "Another example:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 17,
+   "id": "279f6417",
+   "metadata": {},
    "outputs": [],
-   "source": []
+   "source": [
+    "def model(data):\n",
+    "    a = pyro.sample(\"a\", dist.Normal(0, 1))\n",
+    "    b = pyro.sample(\"b\", dist.Normal(a, 1))\n",
+    "    c = pyro.sample(\"c\", dist.Normal(a, b.exp()))\n",
+    "    d = pyro.sample(\"d\", dist.Bernoulli(logits=c), obs=torch.tensor(0.0))\n",
+    "\n",
+    "    with pyro.plate(\"p\", len(data)):\n",
+    "        e = pyro.sample(\"e\", dist.Normal(a, b.exp()))\n",
+    "        f = pyro.deterministic(\"f\", e + 1)\n",
+    "        g = pyro.sample(\"g\", dist.Delta(e + 1), obs=e + 1)\n",
+    "        h = pyro.sample(\"h\", dist.Delta(e + 1))\n",
+    "        i = pyro.sample(\"i\", dist.Normal(e, (f + g + h).exp()), obs=data)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 18,
+   "id": "591b6e0e",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/svg+xml": "<?xml version=\"1.0\" encoding=\"UTF-8\" standalone=\"no\"?>\n<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\n \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\n<!-- Generated by graphviz version 8.1.0 (0)\n -->\n<!-- Pages: 1 -->\n<svg width=\"430pt\" height=\"501pt\"\n viewBox=\"0.00 0.00 429.88 500.50\" xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\">\n<g id=\"graph0\" class=\"graph\" transform=\"scale(1 1) rotate(0) translate(4 496.5)\">\n<polygon fill=\"white\" stroke=\"none\" points=\"-4,4 -4,-496.5 425.88,-496.5 425.88,4 -4,4\"/>\n<g id=\"clust1\" class=\"cluster\">\n<title>cluster_p</title>\n<polygon fill=\"none\" stroke=\"black\" points=\"8,-8 8,-229.25 242,-229.25 242,-8 8,-8\"/>\n<text text-anchor=\"middle\" x=\"229.5\" y=\"-15.95\" font-family=\"Times,serif\" font-size=\"14.00\">p</text>\n</g>\n<!-- a -->\n<g id=\"node1\" class=\"node\">\n<title>a</title>\n<ellipse fill=\"white\" stroke=\"black\" cx=\"237\" 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font-size=\"14.00\">g</text>\n</g>\n<!-- e&#45;&gt;g -->\n<g id=\"edge8\" class=\"edge\">\n<title>e&#45;&gt;g</title>\n<path fill=\"none\" stroke=\"black\" d=\"M170.5,-187.75C160.83,-178.08 147.94,-165.19 137.02,-154.27\"/>\n<polygon fill=\"black\" stroke=\"black\" points=\"140.03,-152.33 130.49,-147.74 135.08,-157.28 140.03,-152.33\"/>\n</g>\n<!-- h -->\n<g id=\"node8\" class=\"node\">\n<title>h</title>\n<ellipse fill=\"white\" stroke=\"black\" cx=\"187\" cy=\"-131.25\" rx=\"27\" ry=\"18\"/>\n<text text-anchor=\"middle\" x=\"187\" y=\"-126.58\" font-family=\"Times,serif\" font-size=\"14.00\">h</text>\n</g>\n<!-- e&#45;&gt;h -->\n<g id=\"edge9\" class=\"edge\">\n<title>e&#45;&gt;h</title>\n<path fill=\"none\" stroke=\"black\" d=\"M185.49,-184.95C185.71,-177.49 185.96,-168.57 186.2,-160.22\"/>\n<polygon fill=\"black\" stroke=\"black\" points=\"189.72,-160.45 186.51,-150.35 182.73,-160.25 189.72,-160.45\"/>\n</g>\n<!-- i -->\n<g id=\"node9\" class=\"node\">\n<title>i</title>\n<ellipse fill=\"gray\" stroke=\"black\" cx=\"151\" cy=\"-59.25\" rx=\"27\" ry=\"18\"/>\n<text text-anchor=\"middle\" x=\"151\" y=\"-54.58\" font-family=\"Times,serif\" font-size=\"14.00\">i</text>\n</g>\n<!-- e&#45;&gt;i -->\n<g id=\"edge10\" class=\"edge\">\n<title>e&#45;&gt;i</title>\n<path fill=\"none\" stroke=\"black\" d=\"M199.35,-187.5C214.9,-169.62 235.89,-138.74 223,-113.25 214.55,-96.55 198.09,-83.82 183.04,-75.03\"/>\n<polygon fill=\"black\" stroke=\"black\" points=\"184.9,-71.52 174.44,-69.82 181.56,-77.67 184.9,-71.52\"/>\n</g>\n<!-- f&#45;&gt;i -->\n<g id=\"edge11\" class=\"edge\">\n<title>f&#45;&gt;i</title>\n<path fill=\"none\" stroke=\"black\" d=\"M61.81,-118.06C78.67,-107.13 103.62,-90.96 122.85,-78.49\"/>\n<polygon fill=\"black\" stroke=\"black\" points=\"124.55,-80.91 131.04,-72.54 120.75,-75.04 124.55,-80.91\"/>\n</g>\n<!-- g&#45;&gt;i -->\n<g id=\"edge12\" class=\"edge\">\n<title>g&#45;&gt;i</title>\n<path fill=\"none\" stroke=\"black\" d=\"M123.35,-114.01C127.62,-105.71 132.92,-95.4 137.73,-86.04\"/>\n<polygon fill=\"black\" stroke=\"black\" points=\"141.23,-87.89 142.7,-77.4 135.01,-84.69 141.23,-87.89\"/>\n</g>\n<!-- h&#45;&gt;i -->\n<g id=\"edge13\" class=\"edge\">\n<title>h&#45;&gt;i</title>\n<path fill=\"none\" stroke=\"black\" d=\"M178.65,-114.01C174.38,-105.71 169.08,-95.4 164.27,-86.04\"/>\n<polygon fill=\"black\" stroke=\"black\" points=\"166.99,-84.69 159.3,-77.4 160.77,-87.89 166.99,-84.69\"/>\n</g>\n<!-- distribution_description_node -->\n<g id=\"node10\" class=\"node\">\n<title>distribution_description_node</title>\n<text text-anchor=\"start\" x=\"290.12\" y=\"-475.2\" font-family=\"Times,serif\" font-size=\"14.00\">a ~ Normal</text>\n<text text-anchor=\"start\" x=\"290.12\" y=\"-457.95\" font-family=\"Times,serif\" font-size=\"14.00\">b ~ Normal</text>\n<text text-anchor=\"start\" x=\"290.12\" y=\"-440.7\" font-family=\"Times,serif\" font-size=\"14.00\">c ~ Normal</text>\n<text text-anchor=\"start\" x=\"290.12\" y=\"-423.45\" 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+      "text/plain": [
+       "<graphviz.graphs.Digraph at 0x7f06e8ad7b50>"
+      ]
+     },
+     "execution_count": 18,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "obs = torch.ones(10)\n",
+    "pyro.render_model(\n",
+    "    model,\n",
+    "    model_args=(obs,),\n",
+    "    render_distributions=True,\n",
+    "    render_params=True,\n",
+    "    render_deterministic=True,\n",
+    ")"
+   ]
   }
  ],
  "metadata": {