diff --git a/docs/tutorials/barren_plateaus.ipynb b/docs/tutorials/barren_plateaus.ipynb
index 5c4b4ce8c..bbd5d5e9a 100644
--- a/docs/tutorials/barren_plateaus.ipynb
+++ b/docs/tutorials/barren_plateaus.ipynb
@@ -123,6 +123,21 @@
         "!pip install tensorflow-quantum"
       ]
     },
+    {
+      "cell_type": "code",
+      "execution_count": 0,
+      "metadata": {
+        "colab": {},
+        "colab_type": "code",
+        "id": "4Ql5PW-ACO0J"
+      },
+      "outputs": [],
+      "source": [
+        "# Update package resources to account for version changes.\n",
+        "import importlib, pkg_resources\n",
+        "importlib.reload(pkg_resources)"
+      ]
+    },
     {
       "cell_type": "markdown",
       "metadata": {
diff --git a/docs/tutorials/gradients.ipynb b/docs/tutorials/gradients.ipynb
index 4b7beebce..926cde38e 100644
--- a/docs/tutorials/gradients.ipynb
+++ b/docs/tutorials/gradients.ipynb
@@ -125,6 +125,21 @@
         "!pip install tensorflow-quantum"
       ]
     },
+    {
+      "cell_type": "code",
+      "execution_count": 0,
+      "metadata": {
+        "colab": {},
+        "colab_type": "code",
+        "id": "4Ql5PW-ACO0J"
+      },
+      "outputs": [],
+      "source": [
+        "# Update package resources to account for version changes.\n",
+        "import importlib, pkg_resources\n",
+        "importlib.reload(pkg_resources)"
+      ]
+    },
     {
       "cell_type": "markdown",
       "metadata": {
diff --git a/docs/tutorials/hello_many_worlds.ipynb b/docs/tutorials/hello_many_worlds.ipynb
index 4e2e55644..e7fdc7d91 100644
--- a/docs/tutorials/hello_many_worlds.ipynb
+++ b/docs/tutorials/hello_many_worlds.ipynb
@@ -123,6 +123,21 @@
         "!pip install tensorflow-quantum"
       ]
     },
+    {
+      "cell_type": "code",
+      "execution_count": 0,
+      "metadata": {
+        "colab": {},
+        "colab_type": "code",
+        "id": "4Ql5PW-ACO0J"
+      },
+      "outputs": [],
+      "source": [
+        "# Update package resources to account for version changes.\n",
+        "import importlib, pkg_resources\n",
+        "importlib.reload(pkg_resources)"
+      ]
+    },
     {
       "cell_type": "markdown",
       "metadata": {
diff --git a/docs/tutorials/mnist.ipynb b/docs/tutorials/mnist.ipynb
index f91c95fc3..aee01e359 100644
--- a/docs/tutorials/mnist.ipynb
+++ b/docs/tutorials/mnist.ipynb
@@ -123,6 +123,21 @@
         "!pip install tensorflow-quantum"
       ]
     },
+    {
+      "cell_type": "code",
+      "execution_count": 0,
+      "metadata": {
+        "colab": {},
+        "colab_type": "code",
+        "id": "4Ql5PW-ACO0J"
+      },
+      "outputs": [],
+      "source": [
+        "# Update package resources to account for version changes.\n",
+        "import importlib, pkg_resources\n",
+        "importlib.reload(pkg_resources)"
+      ]
+    },
     {
       "cell_type": "markdown",
       "metadata": {
diff --git a/docs/tutorials/noise.ipynb b/docs/tutorials/noise.ipynb
index a11e16f20..97f643b49 100644
--- a/docs/tutorials/noise.ipynb
+++ b/docs/tutorials/noise.ipynb
@@ -122,6 +122,21 @@
       "execution_count": null,
       "outputs": []
     },
+    {
+      "cell_type": "code",
+      "execution_count": 0,
+      "metadata": {
+        "colab": {},
+        "colab_type": "code",
+        "id": "4Ql5PW-ACO0J"
+      },
+      "outputs": [],
+      "source": [
+        "# Update package resources to account for version changes.\n",
+        "import importlib, pkg_resources\n",
+        "importlib.reload(pkg_resources)"
+      ]
+    },
     {
       "cell_type": "code",
       "metadata": {
@@ -787,4 +802,4 @@
       ]
     }
   ]
-}
\ No newline at end of file
+}
diff --git a/docs/tutorials/qcnn.ipynb b/docs/tutorials/qcnn.ipynb
index 582224851..702f65fea 100644
--- a/docs/tutorials/qcnn.ipynb
+++ b/docs/tutorials/qcnn.ipynb
@@ -125,6 +125,21 @@
         "!pip install tensorflow-quantum"
       ]
     },
+    {
+      "cell_type": "code",
+      "execution_count": 0,
+      "metadata": {
+        "colab": {},
+        "colab_type": "code",
+        "id": "4Ql5PW-ACO0J"
+      },
+      "outputs": [],
+      "source": [
+        "# Update package resources to account for version changes.\n",
+        "import importlib, pkg_resources\n",
+        "importlib.reload(pkg_resources)"
+      ]
+    },
     {
       "cell_type": "markdown",
       "metadata": {
diff --git a/docs/tutorials/quantum_data.ipynb b/docs/tutorials/quantum_data.ipynb
index e9ee34706..94c38cbab 100644
--- a/docs/tutorials/quantum_data.ipynb
+++ b/docs/tutorials/quantum_data.ipynb
@@ -114,6 +114,21 @@
     "!pip install tensorflow==2.4.1 tensorflow-quantum"
    ]
   },
+    {
+      "cell_type": "code",
+      "execution_count": 0,
+      "metadata": {
+        "colab": {},
+        "colab_type": "code",
+        "id": "4Ql5PW-ACO0J"
+      },
+      "outputs": [],
+      "source": [
+        "# Update package resources to account for version changes.\n",
+        "import importlib, pkg_resources\n",
+        "importlib.reload(pkg_resources)"
+      ]
+    },
   {
    "cell_type": "code",
    "execution_count": 3,
diff --git a/docs/tutorials/quantum_reinforcement_learning.ipynb b/docs/tutorials/quantum_reinforcement_learning.ipynb
index 5ce39666b..aec1139dd 100644
--- a/docs/tutorials/quantum_reinforcement_learning.ipynb
+++ b/docs/tutorials/quantum_reinforcement_learning.ipynb
@@ -175,6 +175,21 @@
     "Now import TensorFlow and the module dependencies:"
    ]
   },
+    {
+      "cell_type": "code",
+      "execution_count": 0,
+      "metadata": {
+        "colab": {},
+        "colab_type": "code",
+        "id": "4Ql5PW-ACO0J"
+      },
+      "outputs": [],
+      "source": [
+        "# Update package resources to account for version changes.\n",
+        "import importlib, pkg_resources\n",
+        "importlib.reload(pkg_resources)"
+      ]
+    },
   {
    "cell_type": "code",
    "execution_count": 1,
diff --git a/docs/tutorials/research_tools.ipynb b/docs/tutorials/research_tools.ipynb
index 35ee52636..109ddcf94 100644
--- a/docs/tutorials/research_tools.ipynb
+++ b/docs/tutorials/research_tools.ipynb
@@ -86,7 +86,22 @@
     "!pip install tensorflow==2.4.1 tensorflow-quantum tensorboard_plugin_profile==2.4.0"
    ]
   },
-  {
+    {
+      "cell_type": "code",
+      "execution_count": 0,
+      "metadata": {
+        "colab": {},
+        "colab_type": "code",
+        "id": "4Ql5PW-ACO0J"
+      },
+      "outputs": [],
+      "source": [
+        "# Update package resources to account for version changes.\n",
+        "import importlib, pkg_resources\n",
+        "importlib.reload(pkg_resources)"
+      ]
+    },
+ {
    "cell_type": "code",
    "execution_count": null,
    "metadata": {