diff --git a/Real-time-voice-cloning.ipynb b/Real-time-voice-cloning.ipynb
index 6b3662a..4f15f59 100644
--- a/Real-time-voice-cloning.ipynb
+++ b/Real-time-voice-cloning.ipynb
@@ -19,12 +19,12 @@
    ]
   },
   {
-   "cell_type": "code",
+   "cell_type": "markdown",
    "execution_count": null,
    "metadata": {},
    "outputs": [],
    "source": [
-    "#change directory to the folder which we just cloned"
+    "change directory to the folder which we just cloned"
    ]
   },
   {
@@ -37,12 +37,12 @@
    ]
   },
   {
-   "cell_type": "code",
+   "cell_type": "markdown",
    "execution_count": null,
    "metadata": {},
    "outputs": [],
    "source": [
-    "#install all dependencies using pip"
+    "install all dependencies using pip"
    ]
   },
   {
@@ -55,12 +55,12 @@
    ]
   },
   {
-   "cell_type": "code",
+   "cell_type": "markdown",
    "execution_count": null,
    "metadata": {},
    "outputs": [],
    "source": [
-    "#Download pretrained model from google drive"
+    "Download pretrained model from google drive"
    ]
   },
   {
@@ -73,12 +73,12 @@
    ]
   },
   {
-   "cell_type": "code",
+   "cell_type": "markdown",
    "execution_count": null,
    "metadata": {},
    "outputs": [],
    "source": [
-    "#extract the downloaded model"
+    "extract the downloaded model"
    ]
   },
   {
@@ -91,12 +91,12 @@
    ]
   },
   {
-   "cell_type": "code",
+   "cell_type": "markdown",
    "execution_count": null,
    "metadata": {},
    "outputs": [],
    "source": [
-    "# Run the demo"
+    "Run the demo"
    ]
   },
   {