diff --git a/docs/source/index.rst b/docs/source/index.rst
index 66dae73..b1c248a 100644
--- a/docs/source/index.rst
+++ b/docs/source/index.rst
@@ -26,6 +26,7 @@
    test_Inference
    test_Bayesian_inference_Strangeon_EOS
    test_Bayesian_inference_MITbag_EOS
+   test_Bayesian_inference_SpeedOfSound_EOS
    DownloadCompose
    UnitConventionForDeveloper
 
diff --git a/docs/source/test_Bayesian_inference_SpeedOfSound_EOS.ipynb b/docs/source/test_Bayesian_inference_SpeedOfSound_EOS.ipynb
index ea48f8b..90da073 100644
--- a/docs/source/test_Bayesian_inference_SpeedOfSound_EOS.ipynb
+++ b/docs/source/test_Bayesian_inference_SpeedOfSound_EOS.ipynb
@@ -5,7 +5,7 @@
    "id": "edb2cf2a",
    "metadata": {},
    "source": [
-    "# Bayesian inference analysis notebook for Speed of Sound EOS"
+    "## Speed of Sound EOS Inference pipeline"
    ]
   },
   {
@@ -41,7 +41,7 @@
    "id": "edfa0f72",
    "metadata": {},
    "source": [
-    "# Set up prior"
+    "### Set up prior"
    ]
   },
   {
@@ -116,7 +116,7 @@
    "id": "53ab6d43",
    "metadata": {},
    "source": [
-    "# Set up likehood"
+    "### Set up likehood"
    ]
   },
   {
@@ -260,7 +260,7 @@
    "id": "4a3802c4",
    "metadata": {},
    "source": [
-    "# Set up sampler"
+    "### Set up sampler"
    ]
   },
   {