MNIST Image Classification.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "3b10d66a",
   "metadata": {},
   "outputs": [],
   "source": [
    "import torch\n",
    "import torch.nn as nn\n",
    "from torch.optim import SGD\n",
    "import torch.nn.functional as F\n",
    "from torch.utils.data import Dataset, DataLoader\n",
    "import torchvision\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "2d028380",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "torch.Size([60000, 28, 28])"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "x, y = torch.load('/home/asadsolo/Downloads/MNIST/processed/training.pt')\n",
    "x.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "32f9fbd0",
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow(x[2].numpy())\n",
    "plt.title(f'Number is {y[2].numpy()}')\n",
    "plt.colorbar()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2b813d52",
   "metadata": {},
   "source": [
    "## One Hot Enconder"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "fe50d807",
   "metadata": {},
   "outputs": [],
   "source": [
    "y_original = torch.tensor([2, 4, 3, 0, 1])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "bb2e1a09",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "tensor([[0, 0, 1, 0, 0],\n",
       "        [0, 0, 0, 0, 1],\n",
       "        [0, 0, 0, 1, 0],\n",
       "        [1, 0, 0, 0, 0],\n",
       "        [0, 1, 0, 0, 0]])"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "F.one_hot(y_original)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "d56338e1",
   "metadata": {},
   "outputs": [],
   "source": [
    "y_original = torch.tensor([2, 4, 3, 0, 1])\n",
    "y_new = F.one_hot(y_original)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "19d07016",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "tensor([2, 4, 3, 0, 1])"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "y_original"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "8c84f29e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "tensor([[0, 0, 1, 0, 0],\n",
       "        [0, 0, 0, 0, 1],\n",
       "        [0, 0, 0, 1, 0],\n",
       "        [1, 0, 0, 0, 0],\n",
       "        [0, 1, 0, 0, 0]])"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "y_new"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "640f11b2",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "torch.Size([60000])"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "y.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "76f03d82",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "tensor([[0, 0, 0,  ..., 0, 0, 0],\n",
       "        [1, 0, 0,  ..., 0, 0, 0],\n",
       "        [0, 0, 0,  ..., 0, 0, 0],\n",
       "        ...,\n",
       "        [0, 0, 0,  ..., 0, 0, 0],\n",
       "        [0, 0, 0,  ..., 0, 0, 0],\n",
       "        [0, 0, 0,  ..., 0, 1, 0]])"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "y_new = F.one_hot(y, num_classes = 10)\n",
    "y_new"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "413e3f41",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "torch.Size([60000, 10])"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "y_new.shape"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ea62c5eb",
   "metadata": {},
   "source": [
    "## Images with SHapes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "53207978",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "torch.Size([60000, 28, 28])"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "x.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "756c172e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "torch.Size([60000, 784])"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "x.view(-1, 28**2).shape"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "24fb236c",
   "metadata": {},
   "source": [
    "## Pytorch Dataset Object"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "id": "2fa78874",
   "metadata": {},
   "outputs": [],
   "source": [
    "class CTDataset(Dataset):\n",
    "    def __init__(self, filepath):\n",
    "        self.x, self.y = torch.load(filepath)\n",
    "        self.x = self.x / 255.\n",
    "        self.y = F.one_hot(self.y, num_classes=10).to(float)\n",
    "    def __len__(self): \n",
    "        return self.x.shape[0]\n",
    "    def __getitem__(self, ix): \n",
    "        return self.x[ix], self.y[ix]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "id": "ae7c79fe",
   "metadata": {},
   "outputs": [],
   "source": [
    "train_ds = CTDataset('/home/asadsolo/Downloads/MNIST/processed/training.pt')\n",
    "test_ds = CTDataset('/home/asadsolo/Downloads/MNIST/processed/test.pt')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "id": "b4dd3110",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "60000"
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(train_ds)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "id": "927018a4",
   "metadata": {},
   "outputs": [],
   "source": [
    "xs, ys = train_ds[0:4]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "id": "f6d1b022",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "torch.Size([4, 28, 28])"
      ]
     },
     "execution_count": 42,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "xs.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "id": "2536135f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "torch.Size([4, 10])"
      ]
     },
     "execution_count": 43,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ys.shape"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a188457e",
   "metadata": {},
   "source": [
    "## PyTorch DataLoader Object"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "id": "96883877",
   "metadata": {},
   "outputs": [],
   "source": [
    "train_dl = DataLoader(train_ds, batch_size=5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "id": "fc0422ae",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "torch.Size([5, 28, 28])\n",
      "torch.Size([5, 10])\n"
     ]
    }
   ],
   "source": [
    "for x, y in train_dl:\n",
    "    print(x.shape)\n",
    "    print(y.shape)\n",
    "    break"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "id": "02568b01",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "12000"
      ]
     },
     "execution_count": 46,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(train_dl)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "86479fc3",
   "metadata": {},
   "source": [
    "## Cross Entropy Loss"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "id": "0279a40b",
   "metadata": {},
   "outputs": [],
   "source": [
    "L = nn.CrossEntropyLoss()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "cf05077e",
   "metadata": {},
   "source": [
    "## The Network"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "id": "0525d420",
   "metadata": {},
   "outputs": [],
   "source": [
    "class MyNeuralNet(nn.Module):\n",
    "    def __init__(self):\n",
    "        super().__init__()\n",
    "        self.Matrix1 = nn.Linear(28**2, 100)\n",
    "        self.Matrix2 = nn.Linear(100, 50)\n",
    "        self.Matrix3 = nn.Linear(50,10)\n",
    "        self.R = nn.ReLU()\n",
    "    def forward(self, x):\n",
    "        x = x.view(-1, 28**2)\n",
    "        x = self.R(self.Matrix1(x))\n",
    "        x = self.R(self.Matrix2(x))\n",
    "        x = self.Matrix3(x)\n",
    "        return x.squeeze()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "id": "d79ae926",
   "metadata": {},
   "outputs": [],
   "source": [
    "f = MyNeuralNet()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "id": "f90e6c03",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "torch.Size([4, 28, 28])"
      ]
     },
     "execution_count": 53,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "xs.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "id": "bac31ac1",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "tensor([[ 0.0854,  0.1423, -0.0516,  0.0718, -0.0597, -0.1385,  0.0983, -0.0307,\n",
       "          0.0282,  0.0951],\n",
       "        [ 0.0526,  0.1359, -0.0873,  0.0342, -0.0359, -0.1872,  0.0885, -0.0339,\n",
       "          0.0640,  0.0516],\n",
       "        [ 0.0841,  0.1343, -0.0792,  0.0238, -0.0754, -0.1700,  0.1166, -0.0163,\n",
       "          0.0320,  0.0982],\n",
       "        [ 0.0587,  0.0848, -0.1094,  0.0556, -0.0538, -0.1753,  0.1559, -0.0010,\n",
       "          0.0129,  0.1103]], grad_fn=<SqueezeBackward0>)"
      ]
     },
     "execution_count": 54,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "f(xs)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "id": "1dc9a932",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "tensor([[0., 0., 0., 0., 0., 1., 0., 0., 0., 0.],\n",
       "        [1., 0., 0., 0., 0., 0., 0., 0., 0., 0.],\n",
       "        [0., 0., 0., 0., 1., 0., 0., 0., 0., 0.],\n",
       "        [0., 1., 0., 0., 0., 0., 0., 0., 0., 0.]], dtype=torch.float64)"
      ]
     },
     "execution_count": 55,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ys ##this is what it should eventually be equal to using SGD and Loss function we defined"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "id": "ef666363",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "torch.Size([4, 10])"
      ]
     },
     "execution_count": 57,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "f(xs).shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "id": "88a9557d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "tensor(2.3411, dtype=torch.float64, grad_fn=<DivBackward1>)"
      ]
     },
     "execution_count": 59,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "L(f(xs), ys)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "719448ae",
   "metadata": {},
   "source": [
    "## Training"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "id": "4f728d7f",
   "metadata": {},
   "outputs": [],
   "source": [
    "def train_model(dl, f, n_epochs = 20):\n",
    "    #Optimization\n",
    "    opt = SGD(f.parameters(), lr = 0.01)\n",
    "    L = nn.CrossEntropyLoss()\n",
    "    \n",
    "    #Train Model\n",
    "    losses =[]\n",
    "    epochs=[]\n",
    "    for epoch in range(n_epochs):\n",
    "        print(f'Epoch {epoch}')\n",
    "        N = len(dl)\n",
    "        for i, (x, y) in enumerate(dl):\n",
    "            #Update the weights of the network\n",
    "            opt.zero_grad()\n",
    "            loss_value = L(f(x), y)\n",
    "            loss_value.backward()\n",
    "            opt.step()\n",
    "            #Store training data\n",
    "            epochs.append(epoch+i/N)\n",
    "            losses.append(loss_value.item())\n",
    "    return np.array(epochs), np.array(losses)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "id": "64f045fa",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 0\n",
      "Epoch 1\n",
      "Epoch 2\n",
      "Epoch 3\n",
      "Epoch 4\n",
      "Epoch 5\n",
      "Epoch 6\n",
      "Epoch 7\n",
      "Epoch 8\n",
      "Epoch 9\n",
      "Epoch 10\n",
      "Epoch 11\n",
      "Epoch 12\n",
      "Epoch 13\n",
      "Epoch 14\n",
      "Epoch 15\n",
      "Epoch 16\n",
      "Epoch 17\n",
      "Epoch 18\n",
      "Epoch 19\n"
     ]
    }
   ],
   "source": [
    "epoch_data, loss_data = train_model(train_dl, f)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "id": "054a0ff6",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Cross Entropy (per batch)')"
      ]
     },
     "execution_count": 66,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(epoch_data, loss_data)\n",
    "plt.xlabel('Epoch Number')\n",
    "plt.ylabel('Cross Entropy')\n",
    "plt.title('Cross Entropy (per batch)')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "id": "79d7f7d7",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(20, 12000)"
      ]
     },
     "execution_count": 67,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "loss_data.reshape(20, -1).shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "id": "64ae2526",
   "metadata": {},
   "outputs": [],
   "source": [
    "epoch_data_avgd = epoch_data.reshape(20, -1).mean(axis =1)\n",
    "loss_data_avgd = loss_data.reshape(20, -1).mean(axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "id": "2076e607",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Cross Entropy (avgd per epoch)')"
      ]
     },
     "execution_count": 69,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(epoch_data_avgd, loss_data_avgd, 'o--')\n",
    "plt.xlabel('Epoch Number')\n",
    "plt.ylabel('Cross Entropy')\n",
    "plt.title('Cross Entropy (avgd per epoch)')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "id": "08f880fb",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
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       "          0.0000, 0.0000, 0.0000, 0.1529, 0.5804, 0.8980, 0.9922, 0.9922, 0.9922,\n",
       "          0.9804, 0.7137, 0.0000, 0.0000, 0.0000, 0.0000, 0.0000, 0.0000, 0.0000,\n",
       "          0.0000],\n",
       "         [0.0000, 0.0000, 0.0000, 0.0000, 0.0000, 0.0000, 0.0000, 0.0000, 0.0000,\n",
       "          0.0000, 0.0941, 0.4471, 0.8667, 0.9922, 0.9922, 0.9922, 0.9922, 0.7882,\n",
       "          0.3059, 0.0000, 0.0000, 0.0000, 0.0000, 0.0000, 0.0000, 0.0000, 0.0000,\n",
       "          0.0000],\n",
       "         [0.0000, 0.0000, 0.0000, 0.0000, 0.0000, 0.0000, 0.0000, 0.0000, 0.0902,\n",
       "          0.2588, 0.8353, 0.9922, 0.9922, 0.9922, 0.9922, 0.7765, 0.3176, 0.0078,\n",
       "          0.0000, 0.0000, 0.0000, 0.0000, 0.0000, 0.0000, 0.0000, 0.0000, 0.0000,\n",
       "          0.0000],\n",
       "         [0.0000, 0.0000, 0.0000, 0.0000, 0.0000, 0.0000, 0.0706, 0.6706, 0.8588,\n",
       "          0.9922, 0.9922, 0.9922, 0.9922, 0.7647, 0.3137, 0.0353, 0.0000, 0.0000,\n",
       "          0.0000, 0.0000, 0.0000, 0.0000, 0.0000, 0.0000, 0.0000, 0.0000, 0.0000,\n",
       "          0.0000],\n",
       "         [0.0000, 0.0000, 0.0000, 0.0000, 0.2157, 0.6745, 0.8863, 0.9922, 0.9922,\n",
       "          0.9922, 0.9922, 0.9569, 0.5216, 0.0431, 0.0000, 0.0000, 0.0000, 0.0000,\n",
       "          0.0000, 0.0000, 0.0000, 0.0000, 0.0000, 0.0000, 0.0000, 0.0000, 0.0000,\n",
       "          0.0000],\n",
       "         [0.0000, 0.0000, 0.0000, 0.0000, 0.5333, 0.9922, 0.9922, 0.9922, 0.8314,\n",
       "          0.5294, 0.5176, 0.0627, 0.0000, 0.0000, 0.0000, 0.0000, 0.0000, 0.0000,\n",
       "          0.0000, 0.0000, 0.0000, 0.0000, 0.0000, 0.0000, 0.0000, 0.0000, 0.0000,\n",
       "          0.0000],\n",
       "         [0.0000, 0.0000, 0.0000, 0.0000, 0.0000, 0.0000, 0.0000, 0.0000, 0.0000,\n",
       "          0.0000, 0.0000, 0.0000, 0.0000, 0.0000, 0.0000, 0.0000, 0.0000, 0.0000,\n",
       "          0.0000, 0.0000, 0.0000, 0.0000, 0.0000, 0.0000, 0.0000, 0.0000, 0.0000,\n",
       "          0.0000],\n",
       "         [0.0000, 0.0000, 0.0000, 0.0000, 0.0000, 0.0000, 0.0000, 0.0000, 0.0000,\n",
       "          0.0000, 0.0000, 0.0000, 0.0000, 0.0000, 0.0000, 0.0000, 0.0000, 0.0000,\n",
       "          0.0000, 0.0000, 0.0000, 0.0000, 0.0000, 0.0000, 0.0000, 0.0000, 0.0000,\n",
       "          0.0000],\n",
       "         [0.0000, 0.0000, 0.0000, 0.0000, 0.0000, 0.0000, 0.0000, 0.0000, 0.0000,\n",
       "          0.0000, 0.0000, 0.0000, 0.0000, 0.0000, 0.0000, 0.0000, 0.0000, 0.0000,\n",
       "          0.0000, 0.0000, 0.0000, 0.0000, 0.0000, 0.0000, 0.0000, 0.0000, 0.0000,\n",
       "          0.0000]]),\n",
       " tensor([0., 0., 0., 0., 0., 1., 0., 0., 0., 0.], dtype=torch.float64))"
      ]
     },
     "execution_count": 71,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "train_ds[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "id": "417a101c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "tensor([0., 0., 0., 0., 0., 1., 0., 0., 0., 0.], dtype=torch.float64)"
      ]
     },
     "execution_count": 72,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "y_sample = train_ds[0][1]\n",
    "y_sample"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "id": "6a7c338a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "tensor([ -6.1279,   5.1087,  -6.1859,  24.0136, -28.3864,  30.1161,  -8.5097,\n",
       "         -4.9869,  -1.8783,  -0.9154], grad_fn=<SqueezeBackward0>)"
      ]
     },
     "execution_count": 73,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "x_sample = train_ds[0][0]\n",
    "yhat_sample = f(x_sample)\n",
    "yhat_sample"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "id": "f86a77a4",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "tensor(5)"
      ]
     },
     "execution_count": 74,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "torch.argmax(yhat_sample)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 75,
   "id": "3b110bb6",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7fdd69c93dd0>"
      ]
     },
     "execution_count": 75,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow(x_sample)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 76,
   "id": "6d7fc22f",
   "metadata": {},
   "outputs": [],
   "source": [
    "xs, ys = train_ds[0:2000]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 77,
   "id": "1e359350",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "torch.Size([2000, 28, 28])"
      ]
     },
     "execution_count": 77,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "xs.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 78,
   "id": "aea001e0",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "torch.Size([2000, 10])"
      ]
     },
     "execution_count": 78,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ys.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 79,
   "id": "fe17ea01",
   "metadata": {},
   "outputs": [],
   "source": [
    "yhats = f(xs).argmax(axis = 1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 81,
   "id": "c664f6b0",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x1500 with 40 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(10, 4, figsize = (10, 15))\n",
    "for i in range(40):\n",
    "    plt.subplot(10, 4, i+1)\n",
    "    plt.imshow(xs[i])\n",
    "    plt.title(f'Predicted Digit: {yhats[i]}')\n",
    "fig.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 82,
   "id": "370b9293",
   "metadata": {},
   "outputs": [],
   "source": [
    "xs, ys = test_ds[:2000]\n",
    "yhats = f(xs).argmax(axis = 1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 83,
   "id": "749c4c6a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x1500 with 40 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(10, 4, figsize =(10, 15))\n",
    "for i in range(40):\n",
    "    plt.subplot(10, 4, i+1)\n",
    "    plt.imshow(xs[i])\n",
    "    plt.title(f'Predicted Digit: {yhats[i]}')\n",
    "fig.tight_layout()\n",
    "plt.show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "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": "3.11.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}