diff --git a/dreambooth_runpod_joepenna.ipynb b/dreambooth_runpod_joepenna.ipynb
index 6835824..2fa6427 100644
--- a/dreambooth_runpod_joepenna.ipynb
+++ b/dreambooth_runpod_joepenna.ipynb
@@ -48,21 +48,21 @@
       "outputs": [],
       "source": [
         "#BUILD ENV\n",
-        "!pip install omegaconf\n",
-        "!pip install einops\n",
-        "!pip install pytorch-lightning==1.6.5\n",
-        "!pip install protobuf==3.20.1\n",
-        "!pip install test-tube\n",
-        "!pip install transformers\n",
-        "!pip install kornia\n",
-        "!pip install -e git+https://github.com/CompVis/taming-transformers.git@master#egg=taming-transformers\n",
-        "!pip install -e git+https://github.com/openai/CLIP.git@main#egg=clip\n",
-        "!pip install setuptools==59.5.0\n",
-        "!pip install pillow==9.0.1\n",
-        "!pip install torchmetrics==0.6.0\n",
-        "!pip install -e .\n",
-        "!pip install gdown\n",
-        "!pip install pydrive\n"
+        "%pip install omegaconf\n",
+        "%pip install einops\n",
+        "%pip install pytorch-lightning==1.6.5\n",
+        "%pip install protobuf==3.20.1\n",
+        "%pip install test-tube\n",
+        "%pip install transformers\n",
+        "%pip install kornia\n",
+        "%pip install -e git+https://github.com/CompVis/taming-transformers.git@master#egg=taming-transformers\n",
+        "%pip install -e git+https://github.com/openai/CLIP.git@main#egg=clip\n",
+        "%pip install setuptools==59.5.0\n",
+        "%pip install pillow==9.0.1\n",
+        "%pip install torchmetrics==0.6.0\n",
+        "%pip install -e .\n",
+        "%pip install gdown\n",
+        "%pip install pydrive\n"
       ]
     },
     {
@@ -75,7 +75,7 @@
       "outputs": [],
       "source": [
         "## DOWNLOAD SD\n",
-        "!pip install gdown\n",
+        "%pip install gdown\n",
         "\n",
         "#Model hosted by David Bielejeski\n",
         "!gdown https://drive.google.com/uc?id=1SXIecuTKoUTrPBh2Y95NiEtBBH9PbGAe"