diff --git a/examples/decoding/classical_ldpc.ipynb b/examples/decoding/classical_ldpc.ipynb
index 79282fdb..616ec7de 100644
--- a/examples/decoding/classical_ldpc.ipynb
+++ b/examples/decoding/classical_ldpc.ipynb
@@ -4,7 +4,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "# Decoding a classical LDPC code"
+    "# Decoding A Classical LDPC Code"
    ]
   },
   {
diff --git a/examples/decoding/csp_codes.ipynb b/examples/decoding/csp_codes.ipynb
index 53bdd2b7..e303a499 100644
--- a/examples/decoding/csp_codes.ipynb
+++ b/examples/decoding/csp_codes.ipynb
@@ -4,7 +4,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "# Decoding CSP quantum error correcting codes"
+    "# Decoding CSP Quantum Error Correcting Codes"
    ]
   },
   {
diff --git a/examples/decoding/toric.ipynb b/examples/decoding/toric.ipynb
index d3c9d153..c5e7362e 100644
--- a/examples/decoding/toric.ipynb
+++ b/examples/decoding/toric.ipynb
@@ -4,7 +4,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "# Decoding the Toric code"
+    "# Decoding Toric Codes"
    ]
   },
   {
diff --git a/examples/ising/ground_state.ipynb b/examples/ising/ground_state.ipynb
index a1425d2c..9c8e4973 100644
--- a/examples/ising/ground_state.ipynb
+++ b/examples/ising/ground_state.ipynb
@@ -4,7 +4,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "# Ground state search for a 1D quantum Ising model"
+    "# Ground State Search for 1D Quantum Ising Model"
    ]
   },
   {
diff --git a/examples/main_component/main_component.ipynb b/examples/main_component/main_component.ipynb
index 37001a41..a302fb02 100644
--- a/examples/main_component/main_component.ipynb
+++ b/examples/main_component/main_component.ipynb
@@ -4,7 +4,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "# The main component problem"
+    "# The Main Component Problem"
    ]
   },
   {
diff --git a/examples/random_circuit/mps-rand-circ.ipynb b/examples/random_circuit/mps-rand-circ.ipynb
index d222febd..1abe080a 100644
--- a/examples/random_circuit/mps-rand-circ.ipynb
+++ b/examples/random_circuit/mps-rand-circ.ipynb
@@ -4,7 +4,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "# Random circuit simulation"
+    "# Random Circuit Simulation"
    ]
   },
   {