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@mlohri
Created September 27, 2019 13:33
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Connect Four - Identifying Winning Game States
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Connect Four - Which Player Wins the Game"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"My example is based on my work on RL for games. In particular, I have implemented a modified Monte Carlo Tree Search algorithm that learns to play the game Connect Four (https://en.wikipedia.org/wiki/Connect_Four). I thought it would be interesting to see to what degree a 2-class classifier is able to detect from an image of the terminal state which player has won the game.\n",
"\n",
"The Connect Four program stores the game board state as a string. I used the PIL library to convert the board state into 130 x 130 pixel images.\n",
"\n",
"I uploaded 795 images of terminal game states where 'O' wins and 796 where 'X' wins the game."
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"%reload_ext autoreload\n",
"%autoreload 2\n",
"%matplotlib inline"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"from fastai.vision import *\n",
"from fastai.metrics import error_rate"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
"bs = 64\n",
"# bs = 16 # uncomment this line if you run out of memory even after clicking Kernel->Restart"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Looking at the data"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Images for each of the two classes are stored in their respective folder img_O and img_X. The test folder will not be used here because I don't know yet how to create the correct label structure. It contains 253 dormant test examples. Any hint is appreciated."
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"[PosixPath('cn4_img/test'),\n",
" PosixPath('cn4_img/img_O'),\n",
" PosixPath('cn4_img/img_X')]"
]
},
"execution_count": 15,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"path_img = Path('./cn4_img')\n",
"path_img.ls()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Given that the images are comprised of white characters on a black background, I thought it would be appropriate to normalize using mnist_stats. Does that make sense to you?"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"ImageDataBunch;\n",
"\n",
"Train: LabelList (1383 items)\n",
"x: ImageList\n",
"Image (3, 224, 224),Image (3, 224, 224),Image (3, 224, 224),Image (3, 224, 224),Image (3, 224, 224)\n",
"y: CategoryList\n",
"img_O,img_O,img_O,img_O,img_O\n",
"Path: cn4_img;\n",
"\n",
"Valid: LabelList (461 items)\n",
"x: ImageList\n",
"Image (3, 224, 224),Image (3, 224, 224),Image (3, 224, 224),Image (3, 224, 224),Image (3, 224, 224)\n",
"y: CategoryList\n",
"img_O,img_O,img_O,img_O,img_O\n",
"Path: cn4_img;\n",
"\n",
"Test: None"
]
},
"execution_count": 16,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"data = ImageDataBunch.from_folder(path_img, valid_pct=0.25, size=224, bs=64)\n",
"data.normalize(mnist_stats)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Here are some image examples. 'img_X' means that player 'X' has won the game. The empty space to the right of the image is a result of my laziness. I hope resnet34 will forgive me."
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [
{
"data": {
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\n",
"text/plain": [
"<Figure size 1440x1440 with 9 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"data.show_batch(rows=3, figsize=(20,20))"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"['img_O', 'img_X']\n"
]
},
{
"data": {
"text/plain": [
"(2, 2)"
]
},
"execution_count": 19,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"print(data.classes)\n",
"len(data.classes),data.c"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Training: resnet34"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We will train for 10 epochs because my fingers have 10 digits in total."
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {},
"outputs": [],
"source": [
"learn = cnn_learner(data, models.resnet34, metrics=error_rate)"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {},
"outputs": [],
"source": [
"learn.model;"
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: left;\">\n",
" <th>epoch</th>\n",
" <th>train_loss</th>\n",
" <th>valid_loss</th>\n",
" <th>error_rate</th>\n",
" <th>time</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <td>0</td>\n",
" <td>1.003849</td>\n",
" <td>0.926052</td>\n",
" <td>0.336226</td>\n",
" <td>00:23</td>\n",
" </tr>\n",
" <tr>\n",
" <td>1</td>\n",
" <td>0.745804</td>\n",
" <td>0.747506</td>\n",
" <td>0.238612</td>\n",
" <td>00:10</td>\n",
" </tr>\n",
" <tr>\n",
" <td>2</td>\n",
" <td>0.584653</td>\n",
" <td>0.571786</td>\n",
" <td>0.193059</td>\n",
" <td>00:10</td>\n",
" </tr>\n",
" <tr>\n",
" <td>3</td>\n",
" <td>0.446131</td>\n",
" <td>0.535133</td>\n",
" <td>0.162690</td>\n",
" <td>00:10</td>\n",
" </tr>\n",
" <tr>\n",
" <td>4</td>\n",
" <td>0.345163</td>\n",
" <td>0.520143</td>\n",
" <td>0.162690</td>\n",
" <td>00:10</td>\n",
" </tr>\n",
" <tr>\n",
" <td>5</td>\n",
" <td>0.275180</td>\n",
" <td>0.440147</td>\n",
" <td>0.156182</td>\n",
" <td>00:10</td>\n",
" </tr>\n",
" <tr>\n",
" <td>6</td>\n",
" <td>0.209044</td>\n",
" <td>0.461155</td>\n",
" <td>0.175705</td>\n",
" <td>00:10</td>\n",
" </tr>\n",
" <tr>\n",
" <td>7</td>\n",
" <td>0.158355</td>\n",
" <td>0.461026</td>\n",
" <td>0.162690</td>\n",
" <td>00:11</td>\n",
" </tr>\n",
" <tr>\n",
" <td>8</td>\n",
" <td>0.123386</td>\n",
" <td>0.459641</td>\n",
" <td>0.167028</td>\n",
" <td>00:11</td>\n",
" </tr>\n",
" <tr>\n",
" <td>9</td>\n",
" <td>0.102780</td>\n",
" <td>0.454847</td>\n",
" <td>0.160521</td>\n",
" <td>00:10</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>"
],
"text/plain": [
"<IPython.core.display.HTML object>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"learn.fit_one_cycle(10)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"I don't like what I see. The training loss decreases seemingly without end while the validation error_rate doesn't get any lower than 16%. The model is overfitting to the training data from epoch 5 on. 4 would have been the right number of epochs."
]
},
{
"cell_type": "code",
"execution_count": 25,
"metadata": {},
"outputs": [],
"source": [
"learn = cnn_learner(data, models.resnet34, metrics=error_rate)"
]
},
{
"cell_type": "code",
"execution_count": 26,
"metadata": {},
"outputs": [],
"source": [
"learn.model;"
]
},
{
"cell_type": "code",
"execution_count": 27,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: left;\">\n",
" <th>epoch</th>\n",
" <th>train_loss</th>\n",
" <th>valid_loss</th>\n",
" <th>error_rate</th>\n",
" <th>time</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <td>0</td>\n",
" <td>0.788417</td>\n",
" <td>0.854067</td>\n",
" <td>0.394794</td>\n",
" <td>00:11</td>\n",
" </tr>\n",
" <tr>\n",
" <td>1</td>\n",
" <td>0.589785</td>\n",
" <td>0.699779</td>\n",
" <td>0.242950</td>\n",
" <td>00:10</td>\n",
" </tr>\n",
" <tr>\n",
" <td>2</td>\n",
" <td>0.450708</td>\n",
" <td>0.496794</td>\n",
" <td>0.177874</td>\n",
" <td>00:10</td>\n",
" </tr>\n",
" <tr>\n",
" <td>3</td>\n",
" <td>0.326177</td>\n",
" <td>0.477869</td>\n",
" <td>0.180043</td>\n",
" <td>00:11</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>"
],
"text/plain": [
"<IPython.core.display.HTML object>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"learn.fit_one_cycle(4)"
]
},
{
"cell_type": "code",
"execution_count": 28,
"metadata": {},
"outputs": [],
"source": [
"learn.save('stage-1')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Results"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Let's see what results we have got. "
]
},
{
"cell_type": "code",
"execution_count": 29,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"True"
]
},
"execution_count": 29,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"interp = ClassificationInterpretation.from_learner(learn)\n",
"\n",
"losses,idxs = interp.top_losses()\n",
"\n",
"len(data.valid_ds)==len(losses)==len(idxs)"
]
},
{
"cell_type": "code",
"execution_count": 31,
"metadata": {},
"outputs": [
{
"data": {
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\n",
"text/plain": [
"<Figure size 1440x1440 with 9 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"interp.plot_top_losses(9, figsize=(20,20))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"That looks bad. These errors wouldn't happen to a trained biological pattern learner. Horizontal, vertical and diagonal errors. All hope is lost."
]
},
{
"cell_type": "code",
"execution_count": 32,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAskAAALWCAYAAAC0tQ6jAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAAJOgAACToB8GSSSgAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjAsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+17YcXAAAgAElEQVR4nO3dd5xldX3/8fdnWcUCAgasYIggYAwRDCriT9hgeaiIhV/EEluMBRP9GRWJpqiY2CK2SCIGo1iwsCixYEeaGjsIViJWUIqCXRd29/v7Y+6S9eMMC3h37gDP5z9z7jn3nvlc9THn5dnv3KkxRgAAgP+1bNYDAADAUiOSAQCgEckAANCIZAAAaEQyAAA0Ihngd1BVN6uqt1fV2VX1lap6f1XtdBXPdbeq+nJVnV5V17+Srz2oqh51Vb7vNFXViqra63KO37+qnrWYMwFcFeUj4ACumqqqJJ9M8sYxxhGTfbsl2XyMcepVON8RST49xnjDdCddPFX1vCQ/H2McNs+x5WOM1Ys/FcCV504ywFX3p0kuXRfISTLGOH2McWrNeWlVfamqzqyqhySX3Wk9qaqOraqvVdXRk+c+LsmBSZ4z2beiqt637rxVdXhVPWay/eLJXeszquqwyb7nVdXBk+3dqupTk+PHVdVWk/0nVdVLquozVXVWVd2tv6HJ9z25qo6ZPOfFVfXnk9ecWVU7TJ63f1V9uqpOq6qPVtVNq2r7JAcledrkbvjdquqoqnp5VZ2Y5CVV9ZiqOnxyjnevu/tdVU+sqqOn/N8PwFW2fNYDAFyN/VGSzy9w7IAkuyW5fZKtk3y2qk6ZHNs9ye2SfD/JJ5LcdYzxuqr6P0neN8Y4tqpWzHfSqrpxkgcl2WWMMapqy3me9qYkTxljnFxVz0/y3CR/Mzm2fIxxp6q672T/PeZ5/e2T3DbJRUm+meR1k9c8NclTJuf6eJI9JzM8LskhY4xnTO6GX3Ynuar+MslOSe4xxlizLvQnnpDkE1X1rSTPSLLnAv9ZAiw6d5IBNo7/k+RtY4w1Y4zzk5yc5I6TY58ZY5wzxlib5PQk21+J8/40ya+TvK6qDkjyy/UPVtUWSbYcY5w82fXGJHuv95R3Tb5+/nK+72fHGD8YY6xKcnaSD0/2n7nea7ZN8qGqOjPJMzMX/QtZOcZY03dO/nN5TpITkzxjjHHR5ZwDYFGJZICr7stJ/mSBY3U5r1u13vaazP+veqvzmz+jr5ckkzW9d0ryziQPTPLBKzps+94Lfd8+39r1Hq9d7zWvTnL4GGPXJE9cN98CfnE5x3ZN8qMkt7ic5wAsOpEMcNV9LMmmVfX4dTuq6o5VtU+SU5I8pKo2qaptMnc39zNX4tzfSfKHVbXp5O7w3Sfn3yzJFmOM92du2cNu679ojPGTJBevt974kZm7iz1tWyQ5d7L96PX2/yzJ5lfkBFV1pyT3ydzyk4Or6g+mOiHA78CaZICraLIe90FJXjn5WLNfJ/l25uL1lCR3SfLFJCNza3bPq6pdruC5v1dVxyQ5I8n/JDltcmjzJO+uqutl7m710+Z5+aOTHFFVN8jcmuK/uIpv8fI8L8nKqjo3yaeSrAvc9yY5tqoekLn1y/Oqqk2THJnkL8YY36+qZyR5fVXtO3zsErAE+Ag4AABoLLcAAIBGJAMAQCOSAQCgEckAANBcoz7d4no3u83YdKubz3oMgCVnn11uMusRAJakb3/r7Jxx+mm/9dn216hI3nSrm2fbA/5h1mMALDmvPWTFrEcAWJKe+JiHz7vfcgsAAGhEMgAANCIZAAAakQwAAI1IBgCARiQDAEAjkgEAoBHJAADQiGQAAGhEMgAANCIZAAAakQwAAI1IBgCARiQDAEAjkgEAoBHJAADQiGQAAGhEMgAANCIZAAAakQwAAI1IBgCARiQDAEAjkgEAoBHJAADQiGQAAGhEMgAANCIZAAAakQwAAI1IBgCARiQDAEAjkgEAoBHJAADQiGQAAGhEMgAANCIZAAAakQwAAI1IBgCARiQDAEAjkgEAoBHJAADQiGQAAGhEMgAANCIZAAAakQwAAI1IBgCARiQDAEAjkgEAoBHJAADQiGQAAGhEMgAANCIZAAAakQwAAI1IBgCARiQDAEAjkgEAoBHJAADQiGQAAGhEMgAANCIZAAAakQwAAI1IBgCARiQDAEAjkgEAoBHJAADQiGQAAGhEMgAANCIZAAAakQwAAI1IBgCARiQDAEAjkgEAoBHJAADQiGQAAGhEMgAANCIZAAAakQwAAI1IBgCARiQDAEAjkgEAoBHJAADQiGQAAGhEMgAANCIZAAAakQwAAI1IBgCARiQDAEAjkgEAoBHJAADQiGQAAGhEMgAANCIZAAAakQwAAI1IBgCARiQDAEAjkgEAoBHJAADQiGQAAGhEMgAANCIZAAAakQwAAI1IBgCARiQDAEAjkgEAoBHJAADQiGQAAGhEMgAANCIZAAAakQwAAI1IBgCARiQDAEAjkgEAoBHJAADQiGQAAGhEMgAANCIZAAAakQwAAI1IBgCARiQDAEAjkgEAoBHJAADQiGQAAGhEMgAANCIZAAAakQwAAI1IBgCARiQDAEAjkgEAoBHJAADQiGQAAGhEMgAANCIZAAAakQwAAI1IBgCARiQDAEAjkgEAoBHJAADQiGQAAGhEMgAANCIZAAAakQwAAI1IBgCARiQDAEAjkgEAoBHJAADQiGQAAGhEMgAANCIZAAAakQwAAI1IBgCARiQDAEAjkgEAoBHJAADQiGQAAGhEMgAANCIZAAAakQwAAI1IBgCARiQDAEAjkuF3cIPrbpK3HXTnfPY5+2bHm2yWJLnpjTbN4Y/YLW/4yz3ypH1vnSR53N7b56jH7ZF3POnOeeRet5rlyAAzcdyx78gf7XDLJMkRr35F9r/XPnnog+6b837w/RlPBvNbPs2TVdVuSe4yxnjNlM63IsmhSSrJ95M8aYxx8TTODdOwavXa/NWbvpCD77PTZfsOvvdOef57vpoLfrrqsn1Hffw7ed0p386ySo57yl45+r+/m7VjFhMDLL61a9fm+He/K7e45ba54PzzcsKHP5j3fOiknP6Fz+WVL31hXvzyw2c9IvyWqd5JHmOcPsVAvnGSlyR54Bhj7yTHJ3n1NM4N07Jm7cjFv7z0ssfLl1VusdX188z77JTXP3aP7HarLZIkqydFvOnyTXLOxb8SyMC1ynEr3579HnBAli1blnO+993stMttU1XZ9fa75zOf+uSsx4N5TTWSq2pFVR1WVV+oqiOq6vSqekJVHVVVp1XVwybPu9fk8cqqOrGqtp/ndPdL8tZ1d47HGG9Ocpeq2mSaM8M0bXnD62Snm22ewz5wVg455ow8a79dLjv2zPvslPc//a4585yfzHBCgMW1Zs2avOe4Y/OAAx6cJPn9P7h1vnja57Nq1aqcetIJ+cmPfzzjCWF+U11usZ4tk7wgyY+S/CDJbZJckrm7wW9L8k9J7p7kF0m+ssA5bp7kG23fBUm2TnL+uh1V9eAkD06S69/ytlN7A3BV/OxXq/OdH/4i50+WWqxeM7LJssqatSMv/cBZedVHvpE3P+GOeefnzs2FP1u1gbMBXP298x1vzf0f9GdZtmzuvtzv/d7WeeRfPD4Pe9B+ud2uf5wddrzNjCeE+W2sSL54jPG9JKmqr40xLphsbzo5vmyMcdFk3xkLnOP7SW7Z9m2T5Ifr7xhjrEyyMkm2uO3e/hGbmVq1em1+9uvV2WzT5VmzduQ6y+cC+TqbVC5dM3LJ6rX59SVrs+rSNbMeFWBRnPX1r+ZLZ5yedx7z1nzrm9/Ic599cA590WF5yJ8/Kp889eRsvc1NZj0izGtjRfJYYHudNVW1VebuJO+6wDmOT3J8Vb1pjPHjqnp4kv8eY6gLlpTXPGr37HLzzbP91jfMys+ck1d95H/y74/aPcuXVV790bOTJH97352zw002y3U2qbz7tB/kp79ePeOpARbHPxz6wsu2773iLjn0RYfloMc+Ihf98MLccrvfzwsPe9UMp4OFbaxI3pDnJflYkm8mOS/Jpf0JY4yLqurZSd5dVZW5ZRsHLeaQcEU86U2n/da+Rx352d94/M/v/dpijQOwZH3wpP9Okhzx+rfMeBLYsKlG8hjjpCQntX17rre9x2TzhDHG7pPlF5/OXCgvdL59pjkjAABsyKzuJD+wqp6cZLMk/5pkx6p6bXvOQ8cY88YzAABsTDOJ5PV/2W49K2YwCgAA/BZ/lhoAABqRDAAAjUgGAIBGJAMAQCOSAQCgEckAANCIZAAAaEQyAAA0IhkAABqRDAAAjUgGAIBGJAMAQCOSAQCgEckAANCIZAAAaEQyAAA0IhkAABqRDAAAjUgGAIBGJAMAQCOSAQCgEckAANCIZAAAaEQyAAA0IhkAABqRDAAAjUgGAIBGJAMAQCOSAQCgEckAANCIZAAAaEQyAAA0IhkAABqRDAAAjUgGAIBGJAMAQCOSAQCgEckAANCIZAAAaEQyAAA0IhkAABqRDAAAjUgGAIBGJAMAQCOSAQCgEckAANCIZAAAaEQyAAA0IhkAABqRDAAAjUgGAIBGJAMAQCOSAQCgEckAANCIZAAAaEQyAAA0IhkAABqRDAAAjUgGAIBGJAMAQCOSAQCgEckAANCIZAAAaEQyAAA0IhkAABqRDAAAjUgGAIBGJAMAQCOSAQCgEckAANCIZAAAaEQyAAA0IhkAABqRDAAAjUgGAIBGJAMAQCOSAQCgEckAANCIZAAAaEQyAAA0IhkAABqRDAAAjUgGAIBGJAMAQCOSAQCgEckAANCIZAAAaEQyAAA0IhkAABqRDAAAjUgGAIBGJAMAQCOSAQCgEckAANCIZAAAaEQyAAA0IhkAABqRDAAAjUgGAIBGJAMAQCOSAQCgEckAANCIZAAAaEQyAAA0IhkAABqRDAAAjUgGAIBGJAMAQCOSAQCgEckAANCIZAAAaEQyAAA0IhkAABqRDAAAjUgGAIBGJAMAQCOSAQCgEckAANCIZAAAaEQyAAA0IhkAABqRDAAAjUgGAIBGJAMAQCOSAQCgEckAANCIZAAAaEQyAAA0IhkAABqRDAAAjUgGAIBGJAMAQCOSAQCgEckAANCIZAAAaEQyAAA0IhkAABqRDAAAjUgGAIBGJAMAQCOSAQCgEckAANCIZAAAaEQyAAA0IhkAABqRDAAAjUgGAIBm+Xw7q2plktF3JxljjAM3+lQAADBD80ZykoMXdQoAAFhC5o3kMcZ3kqSqKsm+SW6RuTvJSfKmxRkNAABmY6E7yeu8I8n3kuyX5PgkN4tIBgDgGm5Dv7h3kzHGM5KcN/l6g0WYCQAAZmpDkby6qpYlubiqDkqywyLMBAAAM7WhSH745DkHZe4u8iM3+kQAADBjG1qTvMt6259LssVGnAUAAJaEDUXyfSZfK8kdklyS5JSNOhEAAMzY5UbyGOPZ6z+uqv/auOP8bu7xRzfL0Yfea9ZjACw5W93xybMeAWBJuuTbp8+7/3Ijuar+cL2H2yXZfnojAQDA0rSh5RbPnHwdSS6KX9wDAOBaYEOR/IExxjHrHlTVfknO3LgjAQDAbG3oI+AOao8fv7EGAQCApWLeO8lV9fgkT0iyc1V9JnOfbrE2yUmLNxoAAMzGvJE8xjgyyZFV9cAxxpL+RAsAAJi2DS23OGDdRs15w0aeBwAAZm5Dkbzduo0xxkjyBxt3HAAAmL0NRfLPquoBVXXjqrp/kp8txlAAADBLG/oIuMcm+bvM/RLfr5J8aqNPBAAAM7ahO8k3SnJBki2S/DjJ2Rt9IgAAmLGFPgLuWUnunrkofnuSFWOMxy3mYAAAMCsL3UneP8mFSd6d5OOZ+4xkAAC4Vpg3kscYd01ySJKdkxyX5HaTX+DbcjGHAwCAWVhwTfIY45wxxivHGPsn2SvJ9pm7swwAANdoG/rFvSTJGOPcMcarxhj7bOyBAABg1q5QJAMAwLWJSAYAgEYkAwBAI5IBAKARyQAA0IhkAABoRDIAADQiGQAAGpEMAACNSAYAgEYkAwBAI5IBAKARyQAA0IhkAABoRDIAADQiGQAAGpEMAACNSAYAgEYkAwBAI5IBAKARyQAA0IhkAABoRDIAADQiGQAAGpEMAACNSAYAgEYkAwBAI5IBAKARyQAA0IhkAABoRDIAADQiGQAAGpEMAACNSAYAgEYkAwBAI5IBAKARyQAA0IhkAABoRDIAADQiGQAAGpEMAACNSAYAgEYkAwBAI5IBAKARyQAA0IhkAABoRDIAADQiGQAAGpEMAACNSAYAgEYkAwBAI5IBAKARyQAA0IhkAABoRDIAADQiGQAAGpEMAACNSAYAgEYkAwBAI5IBAKARyQAA0IhkAABoRDIAADQiGQAAGpEMAACNSAYAgEYkAwBAI5IBAKARyQAA0IhkAABoRDIAADQiGQAAGpEMAACNSAYAgEYkAwBAI5IBAKARyQAA0IhkAABoRDIAADQiGQAAGpEMAACNSAYAgEYkAwBAI5IBAKARyQAA0IhkAABoRDIAADQiGQAAGpEMAACNSAYAgEYkAwBAI5IBAKARyQAA0IhkAABoRDIAADQiGQAAGpEMAACNSAYAgEYkAwBAI5IBAKARyQAA0IhkAABoRDIAADQiGQAAGpEMAACNSAYAgEYkAwBAI5IBAKARyQAA0IhkAABoRDIAADQiGQAAGpEMAACNSAYAgEYkAwBAI5IBAKARyQAA0IhkAABoRDIAADQiGQAAGpEMAACNSAYAgEYkAwBAI5IBAKARyQAA0IhkAABoRDIAADQiGQAAGpEMAACNSAYAgEYkAwBAI5IBAKARyQAA0IhkAABoRDIAADQiGQAAGpEMAACNSAYAgEYkAwBAI5IBAKARyQAA0IhkAABoRDIAADQiGQAAGpEMU/DlL30pf7r3XXPPfffJg+6/X37+858nSb773e9mixtumi9/6UsznhBgce1+2+3y0f/8m3z4dU/NW17y2Cxfviyvfd4j8t2PvSgHPWTvy573H4c+Ih9/yzPzoSOfmqc96u4znBh+0/Jpn7CqdktylzHGa6Zwrt2T/OMY44CqWp7klCQPGGNc+LueG6Zpp513zomnfCJJ8oJ/OjTv+a/j8vBHPDIvf+lLcpe97jrj6QAW3/cv+HH2/+t/y69+fWkOffL+uf+K2+e5h78np37+f7LZDTb9jec+4blvyVfO/sGMJoX5TT2SxxinJzl9Suc6raourKp7JbltkmMEMkvRda5zncu2f/nLX2annXfJt7/1raQq2213qxlOBjAb5//oZ5dtX7p6TVavWZPzfvjT33reGMm/P+fh+fkvV+XZrzguZ5517mKOCQua+nKLqlpRVYdV1Req6oiqOr2qnlBVR1XVaVX1sMnz7jV5vLKqTqyq7Rc45T8k+ackD0ly+LTnhWk54aMfyZ577J6TTzoxt95hh7zspS/J055+8KzHApip7W62Vfa98855/6nzLzt79iuOy4pHvyxPf8nKHP73D13k6WBhU7+TvJ4tk7wgyY+S/CDJbZJckuT4JG/LXPjePckvknxloZOMMS6sql8nOWWMsbofr6oHJ3lwktzpzntO+S3AFXf3e9wzd//caXnZYf+SI187t9ro97fffrZDAczQ5je8Xv7znx+VJzz36KxevXbe51z0k18kSc769vlJkmXLKmvXjkWbERayMX9x7+IxxvfGGL9M8rUxxgVjjB8nWbcQadkY46IxxqokZyx0kqq6X5KvJblnVW3dj48xVo4xDhxjHLjtdtttjPcBG7Rq1arLtre40RZZvXp1vvKVL+f++907J5zwkTzlrw/KpZdeOsMJARbXsmWVN7zg0Xnhf3wg3/juBQs+b/MbXi9Jss1Wm+W6110ukFkyNuad5LHA9jprqmqrzN1J3nW+E1TVdTO33OK+SfZK8vwkfzXlOeF3dsJHP5JXvOylWbZsWbbeZpsc+Z9H5e//8blJksc/9jH5m6cf/BvrlgGu6f7sXnfInre/dTa/4fXy7MffJ0euPDV/vPO22W+fXbPJssqtt906h7zsXXn9Cx6dG9/oBtlkk2V51suPm/XYcJkaY7r/j62qViS5X5IVY4w9Jvs+NcbYc7L9uTHGHlV17yQvSvLNJDdN8pAxxrntXIck+dUY49WTx8cnedYY48z5vvf/ffCB4+i3HTPV9wNwTbDVHZ886xEAlqRLvv3BrLn4G9X3b4xPtzgpyUlt357rbe8x2TxhjLF7VW2a5NNJzpvnXP/SHu837XkBAKDbmMstNuSBVfXkJJsl+dckO1bVa9tzHjrG+K14BgCAjWlmkTzGWJlkZdu9YgajAADAb/BnqQEAoBHJAADQiGQAAGhEMgAANCIZAAAakQwAAI1IBgCARiQDAEAjkgEAoBHJAADQiGQAAGhEMgAANCIZAAAakQwAAI1IBgCARiQDAEAjkgEAoBHJAADQiGQAAGhEMgAANCIZAAAakQwAAI1IBgCARiQDAEAjkgEAoBHJAADQiGQAAGhEMgAANCIZAAAakQwAAI1IBgCARiQDAEAjkgEAoBHJAADQiGQAAGhEMgAANCIZAAAakQwAAI1IBgCARiQDAEAjkgEAoBHJAADQiGQAAGhEMgAANCIZAAAakQwAAI1IBgCARiQDAEAjkgEAoBHJAADQiGQAAGhEMgAANCIZAAAakQwAAI1IBgCARiQDAEAjkgEAoBHJAADQiGQAAGhEMgAANCIZAAAakQwAAI1IBgCARiQDAEAjkgEAoBHJAADQiGQAAGhEMgAANCIZAAAakQwAAI1IBgCARiQDAEAjkgEAoBHJAADQiGQAAGhEMgAANCIZAAAakQwAAI1IBgCARiQDAEAjkgEAoBHJAADQiGQAAGhEMgAANCIZAAAakQwAAI1IBgCARiQDAEAjkgEAoBHJAADQiGQAAGhEMgAANCIZAAAakQwAAI1IBgCARiQDAEAjkgEAoBHJAADQiGQAAGhEMgAANCIZAAAakQwAAI1IBgCARiQDAEAjkgEAoBHJAADQiGQAAGhEMgAANCIZAAAakQwAAI1IBgCARiQDAEAjkgEAoBHJAADQiGQAAGhEMgAANCIZAAAakQwAAI1IBgCARiQDAEAjkgEAoBHJAADQiGQAAGhEMgAANCIZAAAakQwAAI1IBgCARiQDAEAjkgEAoBHJAADQiGQAAGhEMgAANCIZAAAakQwAAI1IBgCARiQDAEAjkgEAoBHJAADQiGQAAGhEMgAANCIZAAAakQwAAI1IBgCARiQDAEAjkgEAoBHJAADQiGQAAGhEMgAANCIZAAAakQwAAI1IBgCARiQDAEAjkgEAoBHJAADQiGQAAGhEMgAANCIZAACaGmPMeoapqarPJzl71nPAxLZJzpn1EABLkJ+PLCU7jDH+pO+8RkUyLCVVdcwY48BZzwGw1Pj5yNWB5RYAANCIZNh4Vs56AIAlys9HljzLLQAAoHEnGQAAGpEMAACNSAYAgEYkwxTVnG2qqmY9C8BSUFW/t8D+2y32LHBliGSYgqraoqrenOSsJO9O8vWqemNVbTHj0QBm7T1V9f+qalmSVNWNq+rfkrx4xnPB5RLJMB2vSfKhMcZtxhh7jTF2SvKhJEfMeC6AWdt78vWUqjo0yfuSHD/G2H+GM8EGiWSYjluMMd6y/o4xxluT3HxG8wAsCWOMNUm+mmR5kn2SfDHJJ2c6FFwBIhmmpKpudHmPAa6NquqdSQ5Icr8xxorM3Un+QFX99UwHgw3wx0RgCqpqRebW1x2d5Jwk2yZ5aJJnjzFOmeFoADNVVbuNMU5v+66b5KljjJdW1U3GGBfMaDxYkEiGKamqrZLcL3NLLL6fuTV3F0+OuQgAzKOqPjbG2HfWc0C3fNYDwDXFJIjfvMDhtydxEQD4bT4ykyXJmmRYHC4CAPPzT9osSSIZFoeLAMD83ERgSbLcAhaHiwBwrVZVt2q7Lk1yXpInzmAc2CCRDFPkIgCwoKOSbJfkzCS7JvlBks2SvCpzf60UlhSRDNN1VFwEAObzwyT3HmNcMvkIuKOT3CPJJ5K8caaTwTysSYbp+mGS240xDkhyuyTnJ9kzyZNnOhXA7O2Y5PqT7esnufUY45Ikv5jdSLAwd5JhutZdBC7JeheBqnIRAK7tnpXkQ1W1LMnqJH9XVcuTHD7bsWB+/pgITFFV3SvJ8zP3rzSrkxya5IQkDxxjHDvL2QCAK04kAwAbXVU9JMlTklx33b4xxp1mNxFcPpEMU+QiADC/qvp8kn3HGD+Z9SxwRViTDNN1SFwEAOZzRnQHVyP+xwrT5SIAML9PJjm7qr46eTzGGHvNciC4PC7mMF0uAgDze1KSm48xfjXrQeCKEMkwXS4CAPP7dJKtkvj5yNWCSIbpchEAmN+dkpxSVRcnGYlfbGZpE8kwXS4CAOupqieOMV6b5GOzngWuDJEMU+AiALCgT02+vm+mU8CV5HOSYQqq6vZjjC9W1T792Bjj5FnMBABcdSIZAACaZbMeAAAAlhqRDLBEVdX2VXVhVZ1UVZ+oqh2v5OsPqqrHVNXNqurQBZ6zZVUdeCXO+eKqWnFl5gC4OhLJAEvbyWOMFUlenuRv1+2sqiv883uMcd4Y47kLHN4yyRWOZIBrC5EMcPXwpSSPqKr3VdV7kjyyqvaoqhOr6tSqOjhJqupWVfXxqnp/kr0n+7avqmMn23eaPP/kqnpG5v4Azj6Tu9U7V9W9J8c/WVUPm7xmt6r6bFW9N8ltZ/HmARabj4ADuHq4W5KvJ7lRkn3GGKOqTkhywBjj4qo6rqrenOSQJM8fY3y4qo6e5zyvSHLgGOPcyd3oWyXZYYzxZ5PHb0iyIsnqJCdW1TFJ/jnJI5KcleSUjfw+AZYEkQywtO1TVScluSjJi5LcefzvxxLtmuS4qkrm/tLjdkl2TPL5yfHPzHO+644xzk2SMcbayWvX2TrJbZJ8eL3H2yS56Rjj60lSVZ+bztsCWNostwBY2k4eY6wYYxyQ5Pwka9c79sUkD5isWb5D5uL4G0l2nxzfY57zraqqmyeXrWu+NMkmk2M/TPLVJPecnHO3McZ5Sc6vqtvUXFHfYZpvDmCpcicZ4OrrWUneNb9/GYUAAABtSURBVIndS5I8MMm/JHnrZI3yj+d5zdOTHFtVlyR5b5JXJrn+ZM3yIUlekOSjVbU2yYWZ+6W+f0zy1iQXLHBOgGscf0wEAAAayy0AAKARyQAA0IhkAABoRDIAADQiGQAAGpEMAACNSAYAgOb/A2243B71xKZpAAAAAElFTkSuQmCC\n",
"text/plain": [
"<Figure size 720x720 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"interp.plot_confusion_matrix(figsize=(12,12), dpi=60)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"'X' patterns are more often correctly identified (87%). The learner struggles more with the 'O' pattern (77% correct)."
]
},
{
"cell_type": "code",
"execution_count": 38,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"0.8634538152610441\n",
"0.7688679245283019\n"
]
}
],
"source": [
"print(215 / (215 + 34))\n",
"print(163 / (163 + 49))"
]
},
{
"cell_type": "code",
"execution_count": 39,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"[('img_O', 'img_X', 49), ('img_X', 'img_O', 34)]"
]
},
"execution_count": 39,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"interp.most_confused(min_val=2)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Fine-tuning the learning rates"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Since my model is NOT working as I hoped for, let's use the lr finder without unfreezing first."
]
},
{
"cell_type": "code",
"execution_count": 40,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [],
"text/plain": [
"<IPython.core.display.HTML object>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"LR Finder is complete, type {learner_name}.recorder.plot() to see the graph.\n"
]
}
],
"source": [
"learn.lr_find()"
]
},
{
"cell_type": "code",
"execution_count": 41,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"learn.recorder.plot()"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"Any rate smaller than 0.01 seems to be ok."
]
},
{
"cell_type": "code",
"execution_count": 42,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: left;\">\n",
" <th>epoch</th>\n",
" <th>train_loss</th>\n",
" <th>valid_loss</th>\n",
" <th>error_rate</th>\n",
" <th>time</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <td>0</td>\n",
" <td>0.192117</td>\n",
" <td>0.679423</td>\n",
" <td>0.199566</td>\n",
" <td>00:10</td>\n",
" </tr>\n",
" <tr>\n",
" <td>1</td>\n",
" <td>0.282749</td>\n",
" <td>0.698113</td>\n",
" <td>0.216920</td>\n",
" <td>00:10</td>\n",
" </tr>\n",
" <tr>\n",
" <td>2</td>\n",
" <td>0.273025</td>\n",
" <td>0.563081</td>\n",
" <td>0.160521</td>\n",
" <td>00:10</td>\n",
" </tr>\n",
" <tr>\n",
" <td>3</td>\n",
" <td>0.222095</td>\n",
" <td>0.516186</td>\n",
" <td>0.175705</td>\n",
" <td>00:10</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>"
],
"text/plain": [
"<IPython.core.display.HTML object>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"learn.fit_one_cycle(4, max_lr=slice(1e-6,1e-2))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"That's a pretty inaccurate model! Let's train some more."
]
},
{
"cell_type": "code",
"execution_count": 43,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: left;\">\n",
" <th>epoch</th>\n",
" <th>train_loss</th>\n",
" <th>valid_loss</th>\n",
" <th>error_rate</th>\n",
" <th>time</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <td>0</td>\n",
" <td>0.152177</td>\n",
" <td>0.574675</td>\n",
" <td>0.180043</td>\n",
" <td>00:10</td>\n",
" </tr>\n",
" <tr>\n",
" <td>1</td>\n",
" <td>0.152120</td>\n",
" <td>0.548336</td>\n",
" <td>0.158351</td>\n",
" <td>00:10</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>"
],
"text/plain": [
"<IPython.core.display.HTML object>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"learn.fit_one_cycle(2, max_lr=slice(1e-6,1e-2))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The training loss is not significantly lower than the validation loss. No overfitting. Let's save."
]
},
{
"cell_type": "code",
"execution_count": 44,
"metadata": {},
"outputs": [],
"source": [
"learn.save('stage-2')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Unfreezing"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"I don't know why it should but perhaps unfreezing will save the day."
]
},
{
"cell_type": "code",
"execution_count": 45,
"metadata": {},
"outputs": [],
"source": [
"learn.unfreeze()"
]
},
{
"cell_type": "code",
"execution_count": 46,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: left;\">\n",
" <th>epoch</th>\n",
" <th>train_loss</th>\n",
" <th>valid_loss</th>\n",
" <th>error_rate</th>\n",
" <th>time</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <td>0</td>\n",
" <td>0.279742</td>\n",
" <td>0.931254</td>\n",
" <td>0.275488</td>\n",
" <td>00:15</td>\n",
" </tr>\n",
" <tr>\n",
" <td>1</td>\n",
" <td>0.293460</td>\n",
" <td>0.371444</td>\n",
" <td>0.125813</td>\n",
" <td>00:14</td>\n",
" </tr>\n",
" <tr>\n",
" <td>2</td>\n",
" <td>0.215200</td>\n",
" <td>0.345465</td>\n",
" <td>0.088937</td>\n",
" <td>00:14</td>\n",
" </tr>\n",
" <tr>\n",
" <td>3</td>\n",
" <td>0.139570</td>\n",
" <td>0.393985</td>\n",
" <td>0.095445</td>\n",
" <td>00:15</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>"
],
"text/plain": [
"<IPython.core.display.HTML object>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"learn.fit_one_cycle(4, max_lr=slice(1e-6,1e-2))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Below 10% percent error rate. Unfreezing means progress. One more epoch?"
]
},
{
"cell_type": "code",
"execution_count": 47,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: left;\">\n",
" <th>epoch</th>\n",
" <th>train_loss</th>\n",
" <th>valid_loss</th>\n",
" <th>error_rate</th>\n",
" <th>time</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <td>0</td>\n",
" <td>0.032429</td>\n",
" <td>0.423571</td>\n",
" <td>0.080260</td>\n",
" <td>00:14</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>"
],
"text/plain": [
"<IPython.core.display.HTML object>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"learn.fit_one_cycle(1, max_lr=slice(1e-6,1e-2))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The error rate has improved but we are in overfitting territory."
]
},
{
"cell_type": "code",
"execution_count": 48,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: left;\">\n",
" <th>epoch</th>\n",
" <th>train_loss</th>\n",
" <th>valid_loss</th>\n",
" <th>error_rate</th>\n",
" <th>time</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <td>0</td>\n",
" <td>0.017997</td>\n",
" <td>0.456645</td>\n",
" <td>0.088937</td>\n",
" <td>00:14</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>"
],
"text/plain": [
"<IPython.core.display.HTML object>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"learn.fit_one_cycle(1,max_lr=slice(1e-6,1e-2))"
]
},
{
"cell_type": "code",
"execution_count": 50,
"metadata": {},
"outputs": [],
"source": [
"learn.save('stage-3')\n",
"learn.freeze()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"That's it. The learner has memorized the training set, but the error rate doesn't get any lower any more. Let's look at the most blatant errors again. Perhaps we can spot a pattern."
]
},
{
"cell_type": "code",
"execution_count": 51,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"True"
]
},
"execution_count": 51,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"interp = ClassificationInterpretation.from_learner(learn)\n",
"losses,idxs = interp.top_losses()\n",
"len(data.valid_ds)==len(losses)==len(idxs)"
]
},
{
"cell_type": "code",
"execution_count": 52,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1440x1440 with 9 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"interp.plot_top_losses(9, figsize=(20,20))"
]
},
{
"cell_type": "code",
"execution_count": 54,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 720x720 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"interp.plot_confusion_matrix(figsize=(12,12), dpi=60)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Identifying 'X' winning positions seems to be slightly easier, as before. But the success rates are similar now."
]
},
{
"cell_type": "code",
"execution_count": 55,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"0.9196787148594378\n",
"0.9009433962264151\n"
]
}
],
"source": [
"print(229 / (229 + 20))\n",
"print(191 / (191 + 21))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Open Questions"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"1. When exactly is the right moment in the workflow to check for learning rates, and why?\n",
"2. How can I use test data? From what I have learned in other courses, validation data is used to optimize hyperparameters such as the learning rate, and should not be used to assess generalization.\n",
"3. How to increase the accuracy of the model? Add more image samples, add more categories (such as provdiding horizontal, vertical or diagonal win situations)?"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Thanks for having endured my lesson 1 journey.\n",
"Regards, Marius"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"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": "3.7.3"
}
},
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"nbformat_minor": 4
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