diff --git a/TD2 Deep Learning.ipynb b/TD2 Deep Learning.ipynb
index 70f9df24067ebe53898a3dfdacebcf861e69eb4e..d97104d77df189a1f9ae2a318823e954ad11a852 100644
--- a/TD2 Deep Learning.ipynb	
+++ b/TD2 Deep Learning.ipynb	
@@ -85,34 +85,34 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "tensor([[-1.2241, -1.8377,  1.2159, -0.8743, -0.9516, -0.5683, -0.3771,  1.1270,\n",
-      "         -0.7012, -0.0246],\n",
-      "        [-0.2408, -0.0690, -0.1599, -1.0098, -0.8408,  1.5520,  0.5755, -0.1266,\n",
-      "         -1.2181, -0.4655],\n",
-      "        [-0.9396, -1.0622,  1.8614, -0.0506,  1.0313, -0.0829, -0.2441,  1.6593,\n",
-      "          0.6160, -2.0879],\n",
-      "        [-0.9940,  1.6714,  0.1367,  0.5438,  0.4818,  1.5232,  0.2645,  0.3609,\n",
-      "          0.0191, -1.3586],\n",
-      "        [ 0.4664,  0.5028, -1.1103, -0.4580,  0.6101, -1.2554,  1.3824,  0.2325,\n",
-      "          0.5220, -0.8690],\n",
-      "        [-0.6624, -0.5679, -1.2855,  0.8401, -0.8634, -0.8749, -0.2732, -2.3548,\n",
-      "         -0.9680,  0.6527],\n",
-      "        [ 2.0334,  0.8512, -0.6948,  0.5840, -0.1941, -1.3791,  0.1150,  1.0970,\n",
-      "         -0.8826,  1.4995],\n",
-      "        [ 0.8016, -0.8966,  1.6849, -0.1536,  0.9185,  0.6732, -0.4248,  1.1154,\n",
-      "          0.4246,  1.0122],\n",
-      "        [ 0.8279, -0.1341, -2.4470, -1.7038,  0.6188, -0.9800, -1.5896, -0.3066,\n",
-      "         -0.6181, -2.1709],\n",
-      "        [ 0.7102,  1.3989,  0.1829,  2.5248, -0.2925,  1.2067, -0.0278, -0.4947,\n",
-      "          2.1670, -0.1643],\n",
-      "        [-2.8269, -1.2076,  1.0646,  0.0048, -0.7725,  0.3642, -0.8998, -1.3091,\n",
-      "          0.7910, -0.7989],\n",
-      "        [ 0.7843, -0.5086,  1.5370,  1.4494, -1.4645, -1.0383, -0.9697,  0.1481,\n",
-      "          2.4546, -0.2865],\n",
-      "        [ 0.0529, -0.2805, -0.7521, -0.7105,  0.3712, -0.8525, -0.9195, -0.3099,\n",
-      "         -0.1509,  1.0934],\n",
-      "        [-1.4607,  0.7646,  0.0055,  0.9302,  0.0879,  0.0595, -1.0387,  0.7676,\n",
-      "         -0.8060, -0.2603]])\n",
+      "tensor([[-0.0099,  0.2249, -0.6963,  0.5090,  1.3272,  0.2206,  0.3743,  1.4259,\n",
+      "          1.8053,  1.5372],\n",
+      "        [ 0.5920, -0.4569, -0.6251,  0.3833, -0.2041,  0.2619, -1.3654,  0.6261,\n",
+      "         -0.6307,  0.1363],\n",
+      "        [ 0.2431,  0.5742, -1.8275,  0.4313, -0.5528, -0.7444, -1.2246,  0.6925,\n",
+      "         -0.3627, -0.0446],\n",
+      "        [-0.6167,  0.8854, -0.6947,  0.3717, -0.1072, -0.2921, -0.7672,  1.3788,\n",
+      "         -0.2162, -0.6275],\n",
+      "        [ 0.2357, -1.3245, -1.3976, -0.7187, -0.2810,  0.5599, -0.3126, -0.4006,\n",
+      "         -2.1113,  0.3453],\n",
+      "        [-0.3211, -0.6329, -0.5338,  0.3626,  0.3833, -1.0667, -0.3383,  0.3191,\n",
+      "         -0.7808, -0.3126],\n",
+      "        [-0.0971,  1.3122,  0.0957, -0.4630,  2.2315, -0.8242, -1.2894, -0.4022,\n",
+      "          0.7786, -0.6891],\n",
+      "        [-0.5821,  1.1222, -0.6999, -0.4611, -0.3353, -0.8849, -0.9085, -0.9918,\n",
+      "         -0.0772,  0.0814],\n",
+      "        [-1.0344,  1.2817, -1.8584, -0.8193,  0.0099,  1.5393, -0.1538,  0.5789,\n",
+      "         -0.3972,  0.3100],\n",
+      "        [-0.6527,  0.0128, -1.4760, -0.4002, -0.1115,  0.6120,  0.2005,  0.0367,\n",
+      "         -0.0355,  0.7379],\n",
+      "        [ 0.6373,  0.0139,  0.5895,  1.1773, -1.6452,  0.6122, -0.4139,  0.9580,\n",
+      "          2.1621, -1.0624],\n",
+      "        [ 1.0127,  1.6567,  0.2513,  0.0676,  1.4311, -1.8716,  0.1009,  0.3828,\n",
+      "          0.1976,  1.1530],\n",
+      "        [-0.8576, -0.0305, -0.8109,  1.8282, -0.7812, -0.1873, -1.4517,  0.2467,\n",
+      "          0.0818,  1.2569],\n",
+      "        [-0.0290,  0.6951, -1.6015, -0.3586, -0.4789, -0.6940,  0.2364, -0.6948,\n",
+      "         -0.6109, -0.2115]])\n",
       "AlexNet(\n",
       "  (features): Sequential(\n",
       "    (0): Conv2d(3, 64, kernel_size=(11, 11), stride=(4, 4), padding=(2, 2))\n",
@@ -224,21 +224,7 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Downloading https://www.cs.toronto.edu/~kriz/cifar-10-python.tar.gz to data/cifar-10-python.tar.gz\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "100%|██████████| 170498071/170498071 [03:03<00:00, 930310.66it/s] \n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Extracting data/cifar-10-python.tar.gz to data\n",
+      "Files already downloaded and verified\n",
       "Files already downloaded and verified\n"
      ]
     }
@@ -311,7 +297,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 14,
+   "execution_count": 5,
    "id": "317bf070",
    "metadata": {},
    "outputs": [
@@ -375,7 +361,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 23,
+   "execution_count": 6,
    "id": "4b53f229",
    "metadata": {},
    "outputs": [
@@ -383,20 +369,36 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Epoch: 0 \tTraining Loss: 44.510087 \tValidation Loss: 40.282480\n",
-      "Validation loss decreased (inf --> 40.282480).  Saving model ...\n",
-      "Epoch: 1 \tTraining Loss: 36.337317 \tValidation Loss: 34.023307\n",
-      "Validation loss decreased (40.282480 --> 34.023307).  Saving model ...\n",
-      "Epoch: 2 \tTraining Loss: 32.228306 \tValidation Loss: 31.080486\n",
-      "Validation loss decreased (34.023307 --> 31.080486).  Saving model ...\n",
-      "Epoch: 3 \tTraining Loss: 29.874526 \tValidation Loss: 29.216065\n",
-      "Validation loss decreased (31.080486 --> 29.216065).  Saving model ...\n",
-      "Epoch: 4 \tTraining Loss: 28.062769 \tValidation Loss: 27.739449\n",
-      "Validation loss decreased (29.216065 --> 27.739449).  Saving model ...\n",
-      "Epoch: 5 \tTraining Loss: 26.434595 \tValidation Loss: 25.944132\n",
-      "Validation loss decreased (27.739449 --> 25.944132).  Saving model ...\n",
-      "Epoch: 6 \tTraining Loss: 24.854164 \tValidation Loss: 25.084054\n",
-      "Validation loss decreased (25.944132 --> 25.084054).  Saving model ...\n"
+      "Epoch: 0 \tTraining Loss: 44.159024 \tValidation Loss: 39.654781\n",
+      "Validation loss decreased (inf --> 39.654781).  Saving model ...\n",
+      "Epoch: 1 \tTraining Loss: 35.512622 \tValidation Loss: 33.272937\n",
+      "Validation loss decreased (39.654781 --> 33.272937).  Saving model ...\n",
+      "Epoch: 2 \tTraining Loss: 30.971466 \tValidation Loss: 30.206821\n",
+      "Validation loss decreased (33.272937 --> 30.206821).  Saving model ...\n",
+      "Epoch: 3 \tTraining Loss: 28.787734 \tValidation Loss: 28.683728\n",
+      "Validation loss decreased (30.206821 --> 28.683728).  Saving model ...\n",
+      "Epoch: 4 \tTraining Loss: 27.074040 \tValidation Loss: 27.070685\n",
+      "Validation loss decreased (28.683728 --> 27.070685).  Saving model ...\n",
+      "Epoch: 5 \tTraining Loss: 25.667479 \tValidation Loss: 25.933542\n",
+      "Validation loss decreased (27.070685 --> 25.933542).  Saving model ...\n",
+      "Epoch: 6 \tTraining Loss: 24.421013 \tValidation Loss: 24.831352\n",
+      "Validation loss decreased (25.933542 --> 24.831352).  Saving model ...\n",
+      "Epoch: 7 \tTraining Loss: 23.339410 \tValidation Loss: 24.182094\n",
+      "Validation loss decreased (24.831352 --> 24.182094).  Saving model ...\n",
+      "Epoch: 8 \tTraining Loss: 22.373141 \tValidation Loss: 24.628268\n",
+      "Epoch: 9 \tTraining Loss: 21.578552 \tValidation Loss: 23.666119\n",
+      "Validation loss decreased (24.182094 --> 23.666119).  Saving model ...\n",
+      "Epoch: 10 \tTraining Loss: 20.734917 \tValidation Loss: 23.158129\n",
+      "Validation loss decreased (23.666119 --> 23.158129).  Saving model ...\n",
+      "Epoch: 11 \tTraining Loss: 19.966247 \tValidation Loss: 22.320975\n",
+      "Validation loss decreased (23.158129 --> 22.320975).  Saving model ...\n",
+      "Epoch: 12 \tTraining Loss: 19.323008 \tValidation Loss: 23.111376\n",
+      "Epoch: 13 \tTraining Loss: 18.613721 \tValidation Loss: 22.042079\n",
+      "Validation loss decreased (22.320975 --> 22.042079).  Saving model ...\n",
+      "Epoch: 14 \tTraining Loss: 18.019612 \tValidation Loss: 23.084471\n",
+      "Epoch: 15 \tTraining Loss: 17.409520 \tValidation Loss: 22.617733\n",
+      "Epoch: 16 \tTraining Loss: 16.792496 \tValidation Loss: 22.704293\n",
+      "Early stopping after 16 epochs.\n"
      ]
     }
    ],
@@ -410,7 +412,9 @@
     "train_loss_list = []  # list to store loss to visualize\n",
     "validation_loss_list = [] # We also want to track validation loss to check for overfitting\n",
     "valid_loss_min = np.Inf  # track change in validation loss\n",
-    "patience = 3\n",
+    "\n",
+    "\n",
+    "patience = 3 # We add this paramter to stop the training if loss doesn't improve after 3 epochs\n",
     "\n",
     "\n",
     "for epoch in range(n_epochs):\n",
@@ -491,13 +495,13 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 24,
+   "execution_count": 7,
    "id": "d39df818",
    "metadata": {},
    "outputs": [
     {
      "data": {
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",
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",
       "text/plain": [
        "<Figure size 640x480 with 1 Axes>"
       ]
@@ -509,8 +513,8 @@
    "source": [
     "import matplotlib.pyplot as plt\n",
     "\n",
-    "plt.plot(range(n_epochs), train_loss_list)\n",
-    "plt.plot(range(n_epochs), validation_loss_list)\n",
+    "plt.plot(range(len(train_loss_list)), train_loss_list)\n",
+    "plt.plot(range(len(validation_loss_list)), validation_loss_list)\n",
     "plt.xlabel(\"Epoch\")\n",
     "plt.ylabel(\"Loss\")\n",
     "plt.title(\"Performance of Model 1\")\n",
@@ -527,7 +531,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 25,
+   "execution_count": 8,
    "id": "e93efdfc",
    "metadata": {},
    "outputs": [
@@ -535,20 +539,20 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Test Loss: 24.706703\n",
+      "Test Loss: 21.373736\n",
       "\n",
-      "Test Accuracy of airplane: 65% (650/1000)\n",
-      "Test Accuracy of automobile: 78% (782/1000)\n",
-      "Test Accuracy of  bird: 37% (377/1000)\n",
-      "Test Accuracy of   cat: 29% (294/1000)\n",
-      "Test Accuracy of  deer: 36% (368/1000)\n",
-      "Test Accuracy of   dog: 59% (596/1000)\n",
-      "Test Accuracy of  frog: 68% (681/1000)\n",
-      "Test Accuracy of horse: 55% (554/1000)\n",
-      "Test Accuracy of  ship: 75% (756/1000)\n",
-      "Test Accuracy of truck: 54% (543/1000)\n",
+      "Test Accuracy of airplane: 69% (698/1000)\n",
+      "Test Accuracy of automobile: 74% (744/1000)\n",
+      "Test Accuracy of  bird: 46% (468/1000)\n",
+      "Test Accuracy of   cat: 46% (460/1000)\n",
+      "Test Accuracy of  deer: 53% (538/1000)\n",
+      "Test Accuracy of   dog: 59% (590/1000)\n",
+      "Test Accuracy of  frog: 69% (697/1000)\n",
+      "Test Accuracy of horse: 65% (659/1000)\n",
+      "Test Accuracy of  ship: 76% (769/1000)\n",
+      "Test Accuracy of truck: 69% (696/1000)\n",
       "\n",
-      "Test Accuracy (Overall): 56% (5601/10000)\n"
+      "Test Accuracy (Overall): 63% (6319/10000)\n"
      ]
     }
    ],
@@ -634,7 +638,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 22,
+   "execution_count": 9,
    "metadata": {},
    "outputs": [
     {
@@ -687,6 +691,262 @@
     "    model.cuda()"
    ]
   },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Epoch: 0 \tTraining Loss: 45.384614 \tValidation Loss: 42.202018\n",
+      "Validation loss decreased (inf --> 42.202018).  Saving model ...\n",
+      "Epoch: 1 \tTraining Loss: 38.975419 \tValidation Loss: 35.365258\n",
+      "Validation loss decreased (42.202018 --> 35.365258).  Saving model ...\n",
+      "Epoch: 2 \tTraining Loss: 33.455375 \tValidation Loss: 31.488568\n",
+      "Validation loss decreased (35.365258 --> 31.488568).  Saving model ...\n",
+      "Epoch: 3 \tTraining Loss: 30.372808 \tValidation Loss: 29.316732\n",
+      "Validation loss decreased (31.488568 --> 29.316732).  Saving model ...\n",
+      "Epoch: 4 \tTraining Loss: 28.265407 \tValidation Loss: 28.249471\n",
+      "Validation loss decreased (29.316732 --> 28.249471).  Saving model ...\n",
+      "Epoch: 5 \tTraining Loss: 26.338083 \tValidation Loss: 26.151851\n",
+      "Validation loss decreased (28.249471 --> 26.151851).  Saving model ...\n",
+      "Epoch: 6 \tTraining Loss: 24.726902 \tValidation Loss: 25.970386\n",
+      "Validation loss decreased (26.151851 --> 25.970386).  Saving model ...\n",
+      "Epoch: 7 \tTraining Loss: 23.372313 \tValidation Loss: 23.868807\n",
+      "Validation loss decreased (25.970386 --> 23.868807).  Saving model ...\n",
+      "Epoch: 8 \tTraining Loss: 22.096235 \tValidation Loss: 22.352446\n",
+      "Validation loss decreased (23.868807 --> 22.352446).  Saving model ...\n",
+      "Epoch: 9 \tTraining Loss: 20.825312 \tValidation Loss: 22.002143\n",
+      "Validation loss decreased (22.352446 --> 22.002143).  Saving model ...\n",
+      "Epoch: 10 \tTraining Loss: 19.812766 \tValidation Loss: 20.898551\n",
+      "Validation loss decreased (22.002143 --> 20.898551).  Saving model ...\n",
+      "Epoch: 11 \tTraining Loss: 18.814080 \tValidation Loss: 20.862742\n",
+      "Validation loss decreased (20.898551 --> 20.862742).  Saving model ...\n",
+      "Epoch: 12 \tTraining Loss: 17.999689 \tValidation Loss: 19.324603\n",
+      "Validation loss decreased (20.862742 --> 19.324603).  Saving model ...\n",
+      "Epoch: 13 \tTraining Loss: 17.182951 \tValidation Loss: 19.030093\n",
+      "Validation loss decreased (19.324603 --> 19.030093).  Saving model ...\n",
+      "Epoch: 14 \tTraining Loss: 16.390256 \tValidation Loss: 18.582370\n",
+      "Validation loss decreased (19.030093 --> 18.582370).  Saving model ...\n",
+      "Epoch: 15 \tTraining Loss: 15.598993 \tValidation Loss: 18.023958\n",
+      "Validation loss decreased (18.582370 --> 18.023958).  Saving model ...\n",
+      "Epoch: 16 \tTraining Loss: 14.972040 \tValidation Loss: 17.876743\n",
+      "Validation loss decreased (18.023958 --> 17.876743).  Saving model ...\n",
+      "Epoch: 17 \tTraining Loss: 14.217511 \tValidation Loss: 17.901759\n",
+      "Epoch: 18 \tTraining Loss: 13.570194 \tValidation Loss: 17.126485\n",
+      "Validation loss decreased (17.876743 --> 17.126485).  Saving model ...\n",
+      "Epoch: 19 \tTraining Loss: 13.025075 \tValidation Loss: 17.943473\n",
+      "Epoch: 20 \tTraining Loss: 12.515259 \tValidation Loss: 17.355501\n",
+      "Epoch: 21 \tTraining Loss: 11.907978 \tValidation Loss: 17.427563\n",
+      "Early stopping after 21 epochs.\n"
+     ]
+    }
+   ],
+   "source": [
+    "import torch.optim as optim\n",
+    "\n",
+    "criterion = nn.CrossEntropyLoss()  # specify loss function\n",
+    "optimizer = optim.SGD(model.parameters(), lr=0.01)  # specify optimizer\n",
+    "\n",
+    "n_epochs = 30  # number of epochs to train the model\n",
+    "train_loss_list = []  # list to store loss to visualize\n",
+    "validation_loss_list = [] # We also want to track validation loss to check for overfitting\n",
+    "valid_loss_min = np.Inf  # track change in validation loss\n",
+    "\n",
+    "patience = 3 # We add this paramter to stop the training if loss doesn't improve after 3 epochs\n",
+    "\n",
+    "\n",
+    "for epoch in range(n_epochs):\n",
+    "    # Keep track of training and validation loss\n",
+    "    train_loss = 0.0\n",
+    "    valid_loss = 0.0\n",
+    "\n",
+    "    # Train the model\n",
+    "    model.train()\n",
+    "    for data, target in train_loader:\n",
+    "        # Move tensors to GPU if CUDA is available\n",
+    "        if train_on_gpu:\n",
+    "            data, target = data.cuda(), target.cuda()\n",
+    "        # Clear the gradients of all optimized variables\n",
+    "        optimizer.zero_grad()\n",
+    "        # Forward pass: compute predicted outputs by passing inputs to the model\n",
+    "        output = model(data)\n",
+    "        # Calculate the batch loss\n",
+    "        loss = criterion(output, target)\n",
+    "        # Backward pass: compute gradient of the loss with respect to model parameters\n",
+    "        loss.backward()\n",
+    "        # Perform a single optimization step (parameter update)\n",
+    "        optimizer.step()\n",
+    "        # Update training loss\n",
+    "        train_loss += loss.item() * data.size(0)\n",
+    "\n",
+    "    # Validate the model\n",
+    "    model.eval()\n",
+    "    for data, target in valid_loader:\n",
+    "        # Move tensors to GPU if CUDA is available\n",
+    "        if train_on_gpu:\n",
+    "            data, target = data.cuda(), target.cuda()\n",
+    "        # Forward pass: compute predicted outputs by passing inputs to the model\n",
+    "        output = model(data)\n",
+    "        # Calculate the batch loss\n",
+    "        loss = criterion(output, target)\n",
+    "        # Update average validation loss\n",
+    "        valid_loss += loss.item() * data.size(0)\n",
+    "\n",
+    "    # Calculate average losses\n",
+    "    train_loss = train_loss / len(train_loader)\n",
+    "    valid_loss = valid_loss / len(valid_loader)\n",
+    "    train_loss_list.append(train_loss)\n",
+    "    validation_loss_list.append(valid_loss)\n",
+    "\n",
+    "    # Print training/validation statistics\n",
+    "    print(\n",
+    "        \"Epoch: {} \\tTraining Loss: {:.6f} \\tValidation Loss: {:.6f}\".format(\n",
+    "            epoch, train_loss, valid_loss\n",
+    "        )\n",
+    "    )\n",
+    "\n",
+    "    # Save model if validation loss has decreased\n",
+    "    if valid_loss <= valid_loss_min:\n",
+    "        print(\n",
+    "            \"Validation loss decreased ({:.6f} --> {:.6f}).  Saving model ...\".format(\n",
+    "                valid_loss_min, valid_loss\n",
+    "            )\n",
+    "        )\n",
+    "        torch.save(model.state_dict(), \"model_cifar_exo_1.pt\")\n",
+    "        valid_loss_min = valid_loss\n",
+    "        patience_counter = 0\n",
+    "    else:\n",
+    "        patience_counter += 1\n",
+    "\n",
+    "    if patience_counter >= patience:\n",
+    "        print(f\"Early stopping after {epoch} epochs.\")\n",
+    "        break"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 11,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plt.plot(range(len(train_loss_list)), train_loss_list)\n",
+    "plt.plot(range(len(validation_loss_list)), validation_loss_list)\n",
+    "plt.xlabel(\"Epoch\")\n",
+    "plt.ylabel(\"Loss\")\n",
+    "plt.title(\"Performance of Model 1\")\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Test Loss: 17.497902\n",
+      "\n",
+      "Test Accuracy of airplane: 77% (775/1000)\n",
+      "Test Accuracy of automobile: 82% (828/1000)\n",
+      "Test Accuracy of  bird: 60% (604/1000)\n",
+      "Test Accuracy of   cat: 45% (454/1000)\n",
+      "Test Accuracy of  deer: 63% (632/1000)\n",
+      "Test Accuracy of   dog: 55% (554/1000)\n",
+      "Test Accuracy of  frog: 82% (820/1000)\n",
+      "Test Accuracy of horse: 74% (748/1000)\n",
+      "Test Accuracy of  ship: 79% (793/1000)\n",
+      "Test Accuracy of truck: 80% (803/1000)\n",
+      "\n",
+      "Test Accuracy (Overall): 70% (7011/10000)\n"
+     ]
+    }
+   ],
+   "source": [
+    "model.load_state_dict(torch.load(\"./model_cifar_exo_1.pt\"))\n",
+    "\n",
+    "# track test loss\n",
+    "test_loss = 0.0\n",
+    "class_correct = list(0.0 for i in range(10))\n",
+    "class_total = list(0.0 for i in range(10))\n",
+    "\n",
+    "model.eval()\n",
+    "# iterate over test data\n",
+    "for data, target in test_loader:\n",
+    "    # move tensors to GPU if CUDA is available\n",
+    "    if train_on_gpu:\n",
+    "        data, target = data.cuda(), target.cuda()\n",
+    "    # forward pass: compute predicted outputs by passing inputs to the model\n",
+    "    output = model(data)\n",
+    "    # calculate the batch loss\n",
+    "    loss = criterion(output, target)\n",
+    "    # update test loss\n",
+    "    test_loss += loss.item() * data.size(0)\n",
+    "    # convert output probabilities to predicted class\n",
+    "    _, pred = torch.max(output, 1)\n",
+    "    # compare predictions to true label\n",
+    "    correct_tensor = pred.eq(target.data.view_as(pred))\n",
+    "    correct = (\n",
+    "        np.squeeze(correct_tensor.numpy())\n",
+    "        if not train_on_gpu\n",
+    "        else np.squeeze(correct_tensor.cpu().numpy())\n",
+    "    )\n",
+    "    # calculate test accuracy for each object class\n",
+    "    for i in range(batch_size):\n",
+    "        label = target.data[i]\n",
+    "        class_correct[label] += correct[i].item()\n",
+    "        class_total[label] += 1\n",
+    "\n",
+    "# average test loss\n",
+    "test_loss = test_loss / len(test_loader)\n",
+    "print(\"Test Loss: {:.6f}\\n\".format(test_loss))\n",
+    "\n",
+    "for i in range(10):\n",
+    "    if class_total[i] > 0:\n",
+    "        print(\n",
+    "            \"Test Accuracy of %5s: %2d%% (%2d/%2d)\"\n",
+    "            % (\n",
+    "                classes[i],\n",
+    "                100 * class_correct[i] / class_total[i],\n",
+    "                np.sum(class_correct[i]),\n",
+    "                np.sum(class_total[i]),\n",
+    "            )\n",
+    "        )\n",
+    "    else:\n",
+    "        print(\"Test Accuracy of %5s: N/A (no training examples)\" % (classes[i]))\n",
+    "\n",
+    "print(\n",
+    "    \"\\nTest Accuracy (Overall): %2d%% (%2d/%2d)\"\n",
+    "    % (\n",
+    "        100.0 * np.sum(class_correct) / np.sum(class_total),\n",
+    "        np.sum(class_correct),\n",
+    "        np.sum(class_total),\n",
+    "    )\n",
+    ")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Notre mmodèle performe mieux que le modèle initiale, on obtient 70% d'accuracy en moyenne sur toutes les classes."
+   ]
+  },
   {
    "cell_type": "markdown",
    "id": "bc381cf4",
@@ -704,10 +964,28 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 13,
    "id": "ef623c26",
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "model:  fp32  \t Size (KB): 2330.946\n"
+     ]
+    },
+    {
+     "data": {
+      "text/plain": [
+       "2330946"
+      ]
+     },
+     "execution_count": 13,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
     "import os\n",
     "\n",
@@ -733,18 +1011,135 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 14,
    "id": "c4c65d4b",
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "model:  int8  \t Size (KB): 659.678\n"
+     ]
+    },
+    {
+     "data": {
+      "text/plain": [
+       "659678"
+      ]
+     },
+     "execution_count": 14,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
     "import torch.quantization\n",
-    "\n",
+    "torch.backends.quantized.engine = 'qnnpack'\n",
     "\n",
     "quantized_model = torch.quantization.quantize_dynamic(model, dtype=torch.qint8)\n",
+    "#torch.save(quantized_model.state_dict(), \"model_cifar_exo_2_quantized.pt\")\n",
     "print_size_of_model(quantized_model, \"int8\")"
    ]
   },
+  {
+   "cell_type": "code",
+   "execution_count": 18,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "[W qlinear_dynamic.cpp:247] Warning: Currently, qnnpack incorrectly ignores reduce_range when it is set to true; this may change in a future release. (function operator())\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Test Loss: 17.618744\n",
+      "\n",
+      "Test Accuracy of airplane: 78% (784/1000)\n",
+      "Test Accuracy of automobile: 81% (816/1000)\n",
+      "Test Accuracy of  bird: 60% (605/1000)\n",
+      "Test Accuracy of   cat: 44% (447/1000)\n",
+      "Test Accuracy of  deer: 64% (641/1000)\n",
+      "Test Accuracy of   dog: 55% (551/1000)\n",
+      "Test Accuracy of  frog: 82% (827/1000)\n",
+      "Test Accuracy of horse: 76% (760/1000)\n",
+      "Test Accuracy of  ship: 80% (804/1000)\n",
+      "Test Accuracy of truck: 80% (804/1000)\n",
+      "\n",
+      "Test Accuracy (Overall): 70% (7039/10000)\n"
+     ]
+    }
+   ],
+   "source": [
+    "model.load_state_dict(torch.load(\"./model_cifar_exo_1.pt\"))\n",
+    "quantized_model = torch.quantization.quantize_dynamic(model, dtype=torch.qint8)\n",
+    "torch.save(quantized_model.state_dict(), \"model_cifar_exo_2_quantized.pt\")\n",
+    "\n",
+    "# track test loss\n",
+    "test_loss = 0.0\n",
+    "class_correct = list(0.0 for i in range(10))\n",
+    "class_total = list(0.0 for i in range(10))\n",
+    "\n",
+    "quantized_model.eval()\n",
+    "# iterate over test data\n",
+    "for data, target in test_loader:\n",
+    "    # move tensors to GPU if CUDA is available\n",
+    "    if train_on_gpu:\n",
+    "        data, target = data.cuda(), target.cuda()\n",
+    "    # forward pass: compute predicted outputs by passing inputs to the model\n",
+    "    output = quantized_model(data)\n",
+    "    # calculate the batch loss\n",
+    "    loss = criterion(output, target)\n",
+    "    # update test loss\n",
+    "    test_loss += loss.item() * data.size(0)\n",
+    "    # convert output probabilities to predicted class\n",
+    "    _, pred = torch.max(output, 1)\n",
+    "    # compare predictions to true label\n",
+    "    correct_tensor = pred.eq(target.data.view_as(pred))\n",
+    "    correct = (\n",
+    "        np.squeeze(correct_tensor.numpy())\n",
+    "        if not train_on_gpu\n",
+    "        else np.squeeze(correct_tensor.cpu().numpy())\n",
+    "    )\n",
+    "    # calculate test accuracy for each object class\n",
+    "    for i in range(batch_size):\n",
+    "        label = target.data[i]\n",
+    "        class_correct[label] += correct[i].item()\n",
+    "        class_total[label] += 1\n",
+    "\n",
+    "# average test loss\n",
+    "test_loss = test_loss / len(test_loader)\n",
+    "print(\"Test Loss: {:.6f}\\n\".format(test_loss))\n",
+    "\n",
+    "for i in range(10):\n",
+    "    if class_total[i] > 0:\n",
+    "        print(\n",
+    "            \"Test Accuracy of %5s: %2d%% (%2d/%2d)\"\n",
+    "            % (\n",
+    "                classes[i],\n",
+    "                100 * class_correct[i] / class_total[i],\n",
+    "                np.sum(class_correct[i]),\n",
+    "                np.sum(class_total[i]),\n",
+    "            )\n",
+    "        )\n",
+    "    else:\n",
+    "        print(\"Test Accuracy of %5s: N/A (no training examples)\" % (classes[i]))\n",
+    "\n",
+    "print(\n",
+    "    \"\\nTest Accuracy (Overall): %2d%% (%2d/%2d)\"\n",
+    "    % (\n",
+    "        100.0 * np.sum(class_correct) / np.sum(class_total),\n",
+    "        np.sum(class_correct),\n",
+    "        np.sum(class_total),\n",
+    "    )\n",
+    ")"
+   ]
+  },
   {
    "cell_type": "markdown",
    "id": "7b108e17",
@@ -753,6 +1148,13 @@
     "For each class, compare the classification test accuracy of the initial model and the quantized model. Also give the overall test accuracy for both models."
    ]
   },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Both the normal model and the quantized model show the same overall accuracy, for each class, the accuracy is roughly the same and no large differences in accuracy seem to arise from the quantization. This is good news because it means that we can effectively store our model in a smaller form factor."
+   ]
+  },
   {
    "cell_type": "markdown",
    "id": "a0a34b90",
@@ -774,10 +1176,28 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 52,
    "id": "b4d13080",
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Predicted class is: Golden Retriever\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
    "source": [
     "import json\n",
     "from PIL import Image\n",
@@ -839,6 +1259,108 @@
     "    \n"
    ]
   },
+  {
+   "cell_type": "code",
+   "execution_count": 53,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "model:  int8  \t Size (KB): 96379.932\n"
+     ]
+    },
+    {
+     "data": {
+      "text/plain": [
+       "96379932"
+      ]
+     },
+     "execution_count": 53,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# Let's quantize the model \n",
+    "\n",
+    "torch.backends.quantized.engine = 'qnnpack'\n",
+    "\n",
+    "model = models.resnet50(pretrained=True)\n",
+    "model.eval()\n",
+    "\n",
+    "quantized_model = torch.quantization.quantize_dynamic(model, dtype=torch.qint8)\n",
+    "torch.save(quantized_model.state_dict(), \"model_cifar_exo_3_quantized.pt\")\n",
+    "print_size_of_model(quantized_model, \"int8\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 19,
+   "metadata": {},
+   "outputs": [
+    {
+     "ename": "NameError",
+     "evalue": "name 'Image' is not defined",
+     "output_type": "error",
+     "traceback": [
+      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
+      "\u001b[0;31mNameError\u001b[0m                                 Traceback (most recent call last)",
+      "\u001b[1;32m/Users/fredericlegrand/Documents/GitHub/td-2-deep-learning/TD2 Deep Learning.ipynb Cell 38\u001b[0m line \u001b[0;36m3\n\u001b[1;32m      <a href='vscode-notebook-cell:/Users/fredericlegrand/Documents/GitHub/td-2-deep-learning/TD2%20Deep%20Learning.ipynb#X52sZmlsZQ%3D%3D?line=0'>1</a>\u001b[0m \u001b[39m# Let's try and categorise other images\u001b[39;00m\n\u001b[0;32m----> <a href='vscode-notebook-cell:/Users/fredericlegrand/Documents/GitHub/td-2-deep-learning/TD2%20Deep%20Learning.ipynb#X52sZmlsZQ%3D%3D?line=2'>3</a>\u001b[0m image \u001b[39m=\u001b[39m Image\u001b[39m.\u001b[39mopen(\u001b[39m\"\u001b[39m\u001b[39mboa.jpeg\u001b[39m\u001b[39m\"\u001b[39m)\n\u001b[1;32m      <a href='vscode-notebook-cell:/Users/fredericlegrand/Documents/GitHub/td-2-deep-learning/TD2%20Deep%20Learning.ipynb#X52sZmlsZQ%3D%3D?line=3'>4</a>\u001b[0m plt\u001b[39m.\u001b[39mimshow(image), plt\u001b[39m.\u001b[39mxticks([]), plt\u001b[39m.\u001b[39myticks([])\n\u001b[1;32m      <a href='vscode-notebook-cell:/Users/fredericlegrand/Documents/GitHub/td-2-deep-learning/TD2%20Deep%20Learning.ipynb#X52sZmlsZQ%3D%3D?line=4'>5</a>\u001b[0m image \u001b[39m=\u001b[39m data_transform(image)\u001b[39m.\u001b[39munsqueeze(\u001b[39m0\u001b[39m)\n",
+      "\u001b[0;31mNameError\u001b[0m: name 'Image' is not defined"
+     ]
+    }
+   ],
+   "source": [
+    "# Let's try and categorise other images\n",
+    "\n",
+    "image = Image.open(\"boa.jpeg\")\n",
+    "plt.imshow(image), plt.xticks([]), plt.yticks([])\n",
+    "image = data_transform(image).unsqueeze(0)\n",
+    "model = models.resnet50(pretrained=True)\n",
+    "model.eval()\n",
+    "out = model(image)\n",
+    "print(\"Predicted class is: {}\".format(labels[out.argmax()]))\n",
+    "\n",
+    "model.load_state_dict(torch.load(\"./model_cifar_exo_3_quantized.pt\"))\n",
+    "out = model(image)\n",
+    "print(\"Predicted class is: {}\".format(labels[out.argmax()]))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 51,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Predicted class is: tiger shark\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "image = Image.open(\"dolphin.jpg\")\n",
+    "plt.imshow(image), plt.xticks([]), plt.yticks([])\n",
+    "image = data_transform(image).unsqueeze(0)\n",
+    "model = models.resnet50(pretrained=True)\n",
+    "model.eval()\n",
+    "out = model(image)\n",
+    "print(\"Predicted class is: {}\".format(labels[out.argmax()]))"
+   ]
+  },
   {
    "cell_type": "markdown",
    "id": "5d57da4b",
diff --git a/boa.jpeg b/boa.jpeg
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