diff --git a/src/notebooks/convert.ipynb b/src/notebooks/convert.ipynb
deleted file mode 100644
index d12409b..0000000
--- a/src/notebooks/convert.ipynb
+++ /dev/null
@@ -1,112 +0,0 @@
-{
- "cells": [
-  {
-   "cell_type": "code",
-   "execution_count": 1,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "/home/laurent_fainsin/Documents/unet/.venv/lib/python3.8/site-packages/tqdm/auto.py:22: TqdmWarning: IProgress not found. Please update jupyter and ipywidgets. See https://ipywidgets.readthedocs.io/en/stable/user_install.html\n",
-      "  from .autonotebook import tqdm as notebook_tqdm\n"
-     ]
-    }
-   ],
-   "source": [
-    "import torch\n",
-    "from unet.model import UNet\n"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 2,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "net = UNet(\n",
-    "    n_channels=3,\n",
-    "    n_classes=1,\n",
-    "    features=[8, 16, 32, 64],\n",
-    ")\n"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 5,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "<All keys matched successfully>"
-      ]
-     },
-     "execution_count": 5,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "net.load_state_dict(\n",
-    "    torch.load(\"../../checkpoints/best.pth\", map_location=torch.device('cpu'))\n",
-    ")\n"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 6,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "dummy_input = torch.randn(1, 3, 512, 512, requires_grad=True)\n",
-    "torch.onnx.export(\n",
-    "    net,\n",
-    "    dummy_input,\n",
-    "    \"../../checkpoints/best-fixed.onnx\",\n",
-    "    opset_version=10,\n",
-    "    # input_names=[\"input\"],\n",
-    "    # output_names=[\"output\"],\n",
-    "    # dynamic_axes={\n",
-    "    #     \"input\": {\n",
-    "    #         2: \"height\",\n",
-    "    #         3: \"width\",\n",
-    "    #     },\n",
-    "    #     \"output\": {\n",
-    "    #         2: \"height\",\n",
-    "    #         3: \"width\",\n",
-    "    #     },\n",
-    "    # },\n",
-    ")\n"
-   ]
-  }
- ],
- "metadata": {
-  "kernelspec": {
-   "display_name": "Python 3.8.0 ('.venv': poetry)",
-   "language": "python",
-   "name": "python3"
-  },
-  "language_info": {
-   "codemirror_mode": {
-    "name": "ipython",
-    "version": 3
-   },
-   "file_extension": ".py",
-   "mimetype": "text/x-python",
-   "name": "python",
-   "nbconvert_exporter": "python",
-   "pygments_lexer": "ipython3",
-   "version": "3.8.0"
-  },
-  "orig_nbformat": 4,
-  "vscode": {
-   "interpreter": {
-    "hash": "dc80d2c03865715c8671359a6bf138f6c8ae4e26ae025f2543e0980b8db0ed7e"
-   }
-  }
- },
- "nbformat": 4,
- "nbformat_minor": 2
-}
diff --git a/src/notebooks/convert.ipynb.REMOVED.git-id b/src/notebooks/convert.ipynb.REMOVED.git-id
new file mode 100644
index 0000000..fa5f3c7
--- /dev/null
+++ b/src/notebooks/convert.ipynb.REMOVED.git-id
@@ -0,0 +1 @@
+dbe91cbc0788d93595dac272825aa57412f04d70
\ No newline at end of file
diff --git a/src/notebooks/predict.ipynb.REMOVED.git-id b/src/notebooks/predict.ipynb.REMOVED.git-id
index 9012cc5..e2538a4 100644
--- a/src/notebooks/predict.ipynb.REMOVED.git-id
+++ b/src/notebooks/predict.ipynb.REMOVED.git-id
@@ -1 +1 @@
-3abcdffb1cbc384de89a39b26f5f57b7472df478
\ No newline at end of file
+df787682f8ee4387834b713d1d48437b94d45f61
\ No newline at end of file