diff --git a/021_caikit_tutorial.ipynb b/021_caikit_tutorial.ipynb
index 7fb6817..7dd145d 100644
--- a/021_caikit_tutorial.ipynb
+++ b/021_caikit_tutorial.ipynb
@@ -21,6 +21,7 @@
    "outputs": [],
    "source": [
     "# %pip install caikit transformers requests\n",
+    "# Install mamba using https://mamba.readthedocs.io/en/latest/mamba-installation.html#mamba-install\n",
     "# mamba install pytorch cpuonly -c pytorch\n",
     "# mamba install grpcio"
    ]
@@ -32,6 +33,7 @@
    "outputs": [],
    "source": [
     "# %%bash \n",
+    "# pip install fastcore\n",
     "# pip install caikit[runtime-grpc] -qqq\n",
     "# pip install caikit[runtime-http] -qqq"
    ]