trusted notebooks and updated path to data folder

Author: leriomaggio

2-mia-differential-privacy/1-MIA-Training.ipynb

@@ -3099,7 +3099,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 2,
+   "execution_count": null,
    "id": "61fc7ebf",
    "metadata": {},
    "outputs": [],
@@ -3215,7 +3215,7 @@
     "from pathlib import Path\n",
     "import os\n",
     "\n",
-    "DATA_FOLDER = Path(os.path.join(os.path.abspath(os.path.curdir), \"..\", \"..\")) / \"data\""
+    "DATA_FOLDER = Path(os.path.join(os.path.abspath(os.path.curdir), \"..\")) / \"data\""
    ]
   },
   {
@@ -3303,8 +3303,26 @@
     "\n",
     "# get some random training images\n",
     "dataiter = iter(train_loader)\n",
-    "images, labels = dataiter.next()\n",
-    "\n",
+    "images, labels = next(dataiter)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "089395c5",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "images.shape"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "7dc07e43",
+   "metadata": {},
+   "outputs": [],
+   "source": [
     "# show images\n",
     "imshow(make_grid(images))\n",
     "# print labels\n",
@@ -3486,7 +3504,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.10.5"
+   "version": "3.9.16"
   }
  },
  "nbformat": 4,

2-mia-differential-privacy/2-MIA-Reconstruction.ipynb

@@ -3099,7 +3099,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 2,
+   "execution_count": null,
    "id": "dd85bfdc-ea55-4413-ac29-eddd6dab96ca",
    "metadata": {},
    "outputs": [],
@@ -3175,7 +3175,7 @@
     "from pathlib import Path\n",
     "import os\n",
     "\n",
-    "DATA_FOLDER = Path(os.path.join(os.path.abspath(os.path.curdir), \"..\", \"..\")) / \"data\""
+    "DATA_FOLDER = Path(os.path.join(os.path.abspath(os.path.curdir), \"..\")) / \"data\""
    ]
   },
   {
@@ -3491,7 +3491,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.10.5"
+   "version": "3.9.16"
   }
  },
  "nbformat": 4,

2-mia-differential-privacy/3-Introducing-OPACUS.ipynb

@@ -3099,7 +3099,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 2,
+   "execution_count": null,
    "id": "439bc4c7-a72f-4a6c-81b0-0a54d062a676",
    "metadata": {},
    "outputs": [],
@@ -3421,7 +3421,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.10.5"
+   "version": "3.9.16"
   }
  },
  "nbformat": 4,

2-mia-differential-privacy/4-MIA-Training-OPACUS.ipynb

@@ -3099,7 +3099,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 2,
+   "execution_count": null,
    "id": "94840512-1a02-4806-91a4-1a2ee8532b91",
    "metadata": {},
    "outputs": [],
@@ -3389,7 +3389,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.10.5"
+   "version": "3.9.16"
   }
  },
  "nbformat": 4,