diff --git a/demos/gpu/rapids/benchmark-cudf-vs-pd.ipynb b/demos/gpu/rapids/benchmark-cudf-vs-pd.ipynb
index c2363e1a..f00a644a 100644
--- a/demos/gpu/rapids/benchmark-cudf-vs-pd.ipynb
+++ b/demos/gpu/rapids/benchmark-cudf-vs-pd.ipynb
@@ -4,9 +4,9 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "# Benchmark pandas Versus cuDF\n",
+    "# Benchmarks Comparison — pandas Versus RAPIDS cuDF\n",
     "\n",
-    "Using `timeit` to compare benchmarks pandas and RAPIDS cuDF."
+    "This tutorial uses `timeit` to compare performance benchmarks with pandas and RAPIDS cuDF."
    ]
   },
   {
diff --git a/demos/gpu/rapids/nuclio-cudf-agg.ipynb b/demos/gpu/rapids/nuclio-cudf-agg.ipynb
index 35aaf906..8554ac2e 100644
--- a/demos/gpu/rapids/nuclio-cudf-agg.ipynb
+++ b/demos/gpu/rapids/nuclio-cudf-agg.ipynb
@@ -4,7 +4,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "# Nuclio Function for Unified Data Batching and Aggregation"
+    "# Nuclio Function for Unified Data Batching and Aggregation with RAPIDS cuDF"
    ]
   },
   {
diff --git a/demos/gpu/rapids/python-agg.ipynb b/demos/gpu/rapids/python-agg.ipynb
index 5f8efd03..4ae5fb13 100644
--- a/demos/gpu/rapids/python-agg.ipynb
+++ b/demos/gpu/rapids/python-agg.ipynb
@@ -4,14 +4,14 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "# Standalone Python Function for Unified Data Batching and Aggregation"
+    "# Standalone Python Function for Unified Data Batching and Aggregation with RAPIDS cuDF"
    ]
   },
   {
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "## Installations"
+    "## Installation"
    ]
   },
   {