diff --git a/docs/tutorials/barren_plateaus.ipynb b/docs/tutorials/barren_plateaus.ipynb
index b95db133d..7f4f0a8f2 100644
--- a/docs/tutorials/barren_plateaus.ipynb
+++ b/docs/tutorials/barren_plateaus.ipynb
@@ -110,9 +110,10 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "# Update package resources to account for version changes.\n",
-    "import importlib, pkg_resources\n",
-    "importlib.reload(pkg_resources)"
+    "# Invalidate metadata caches to account for version changes.\n",
+    "from importlib.metadata import Distribution, packages_distributions\n",
+    "Distribution.discover.cache_clear()\n",
+    "packages_distributions.cache_clear()"
    ]
   },
   {
diff --git a/docs/tutorials/gradients.ipynb b/docs/tutorials/gradients.ipynb
index 49e08dcdc..3c7c7c1bb 100644
--- a/docs/tutorials/gradients.ipynb
+++ b/docs/tutorials/gradients.ipynb
@@ -112,9 +112,10 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "# Update package resources to account for version changes.\n",
-    "import importlib, pkg_resources\n",
-    "importlib.reload(pkg_resources)"
+    "# Invalidate metadata caches to account for version changes.\n",
+    "from importlib.metadata import Distribution, packages_distributions\n",
+    "Distribution.discover.cache_clear()\n",
+    "packages_distributions.cache_clear()"
    ]
   },
   {
diff --git a/docs/tutorials/hello_many_worlds.ipynb b/docs/tutorials/hello_many_worlds.ipynb
index fd340bc93..a131acc6a 100644
--- a/docs/tutorials/hello_many_worlds.ipynb
+++ b/docs/tutorials/hello_many_worlds.ipynb
@@ -113,9 +113,10 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "# Update package resources to account for version changes.\n",
-    "import importlib, pkg_resources\n",
-    "importlib.reload(pkg_resources)"
+    "# Invalidate metadata caches to account for version changes.\n",
+    "from importlib.metadata import Distribution, packages_distributions\n",
+    "Distribution.discover.cache_clear()\n",
+    "packages_distributions.cache_clear()"
    ]
   },
   {
diff --git a/docs/tutorials/mnist.ipynb b/docs/tutorials/mnist.ipynb
index a7c0a0ac5..f26726e29 100644
--- a/docs/tutorials/mnist.ipynb
+++ b/docs/tutorials/mnist.ipynb
@@ -120,9 +120,10 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "# Update package resources to account for version changes.\n",
-    "import importlib, pkg_resources\n",
-    "importlib.reload(pkg_resources)"
+    "# Invalidate metadata caches to account for version changes.\n",
+    "from importlib.metadata import Distribution, packages_distributions\n",
+    "Distribution.discover.cache_clear()\n",
+    "packages_distributions.cache_clear()"
    ]
   },
   {
diff --git a/docs/tutorials/noise.ipynb b/docs/tutorials/noise.ipynb
index 6a88425ac..e20046449 100644
--- a/docs/tutorials/noise.ipynb
+++ b/docs/tutorials/noise.ipynb
@@ -98,9 +98,10 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "# Update package resources to account for version changes.\n",
-    "import importlib, pkg_resources\n",
-    "importlib.reload(pkg_resources)"
+    "# Invalidate metadata caches to account for version changes.\n",
+    "from importlib.metadata import Distribution, packages_distributions\n",
+    "Distribution.discover.cache_clear()\n",
+    "packages_distributions.cache_clear()"
    ]
   },
   {
diff --git a/docs/tutorials/qcnn.ipynb b/docs/tutorials/qcnn.ipynb
index 7d423b173..fd3fd71fc 100644
--- a/docs/tutorials/qcnn.ipynb
+++ b/docs/tutorials/qcnn.ipynb
@@ -115,9 +115,10 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "# Update package resources to account for version changes.\n",
-    "import importlib, pkg_resources\n",
-    "importlib.reload(pkg_resources)"
+    "# Invalidate metadata caches to account for version changes.\n",
+    "from importlib.metadata import Distribution, packages_distributions\n",
+    "Distribution.discover.cache_clear()\n",
+    "packages_distributions.cache_clear()"
    ]
   },
   {
diff --git a/docs/tutorials/quantum_data.ipynb b/docs/tutorials/quantum_data.ipynb
index d37efbe98..d4b848585 100644
--- a/docs/tutorials/quantum_data.ipynb
+++ b/docs/tutorials/quantum_data.ipynb
@@ -112,9 +112,10 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "# Update package resources to account for version changes.\n",
-    "import importlib, pkg_resources\n",
-    "importlib.reload(pkg_resources)"
+    "# Invalidate metadata caches to account for version changes.\n",
+    "from importlib.metadata import Distribution, packages_distributions\n",
+    "Distribution.discover.cache_clear()\n",
+    "packages_distributions.cache_clear()"
    ]
   },
   {
diff --git a/docs/tutorials/quantum_reinforcement_learning.ipynb b/docs/tutorials/quantum_reinforcement_learning.ipynb
index a06c51b90..c65404579 100644
--- a/docs/tutorials/quantum_reinforcement_learning.ipynb
+++ b/docs/tutorials/quantum_reinforcement_learning.ipynb
@@ -129,9 +129,10 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "# Update package resources to account for version changes.\n",
-    "import importlib, pkg_resources\n",
-    "importlib.reload(pkg_resources)"
+    "# Invalidate metadata caches to account for version changes.\n",
+    "from importlib.metadata import Distribution, packages_distributions\n",
+    "Distribution.discover.cache_clear()\n",
+    "packages_distributions.cache_clear()"
    ]
   },
   {
diff --git a/docs/tutorials/research_tools.ipynb b/docs/tutorials/research_tools.ipynb
index 25d9b1a5d..f6c2e6ebe 100644
--- a/docs/tutorials/research_tools.ipynb
+++ b/docs/tutorials/research_tools.ipynb
@@ -105,9 +105,10 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "# Update package resources to account for version changes.\n",
-    "import importlib, pkg_resources\n",
-    "importlib.reload(pkg_resources)"
+    "# Invalidate metadata caches to account for version changes.\n",
+    "from importlib.metadata import Distribution, packages_distributions\n",
+    "Distribution.discover.cache_clear()\n",
+    "packages_distributions.cache_clear()"
    ]
   },
   {