diff --git a/convert_ipynb_to_md.sh b/convert_ipynb_to_md.sh
new file mode 100644
index 0000000..a0b6ba5
--- /dev/null
+++ b/convert_ipynb_to_md.sh
@@ -0,0 +1,7 @@
+set -ex
+
+FILEIPYNB=$1
+jupyter nbconvert --to script $1
+FILEPY=$(echo $FILEIPYNB | sed 's/.ipynb$/.py/')
+FILEMD=$(echo $FILEIPYNB | sed 's/.ipynb$/.md/')
+python convert_python_to_markdown.py "$FILEPY" "$FILEMD"
diff --git a/convert_python_to_markdown.py b/convert_python_to_markdown.py
new file mode 100644
index 0000000..32cbcc9
--- /dev/null
+++ b/convert_python_to_markdown.py
@@ -0,0 +1,13 @@
+import sys
+
+from bs4 import BeautifulSoup
+from markdown import markdown
+
+with open(sys.argv[1]) as f_in, open(sys.argv[2],'w') as f_out:
+    for i, line in enumerate(f_in):
+        if i in (1,2):
+            continue
+        if line[:2] == "# " and line[:5] != "# In[":
+            text = line[:2]
+            f_out.write(line[2:])
+
diff --git a/run_conversion.sh b/run_conversion.sh
new file mode 100644
index 0000000..4516525
--- /dev/null
+++ b/run_conversion.sh
@@ -0,0 +1,5 @@
+for i in {cw,wyk}/*.ipynb;
+do
+	bash convert_ipynb_to_md.sh $i
+	echo $i done
+done