diff --git a/scripts/make_tutorials.py b/scripts/make_tutorials.py
index 5f3cd95b411..c2990316b54 100644
--- a/scripts/make_tutorials.py
+++ b/scripts/make_tutorials.py
@@ -156,8 +156,9 @@ def gen_tutorials(
 
         # pull out html div for notebook
         soup = BeautifulSoup(html, "html.parser")
-        nb_meat = soup.find("div", {"class": "jp-Notebook"})
-        nb_meat.attrs["class"].append(["notebook"])
+        nb_meat = soup.find("div", {"id": "notebook-container"})
+        del nb_meat.attrs["id"]
+        nb_meat.attrs["class"] = ["notebook"]
 
         # when output html, iframe it (useful for Ax reports)
         for html_div in nb_meat.findAll("div", {"class": "output_html"}):
diff --git a/setup.py b/setup.py
index dd883ca8f81..a221352e68e 100644
--- a/setup.py
+++ b/setup.py
@@ -23,6 +23,7 @@
     "sphinx<3.0.0",
     "sphinx-autodoc-typehints",
     "torchvision>=0.5.0",
+    "nbconvert<=5.6.1",
 ]
 
 MYSQL_REQUIRES = ["SQLAlchemy>=1.1.13"]