{"metadata":{"kernelspec":{"language":"python","display_name":"Python 3","name":"python3"},"language_info":{"pygments_lexer":"ipython3","nbconvert_exporter":"python","version":"3.6.4","file_extension":".py","codemirror_mode":{"name":"ipython","version":3},"name":"python","mimetype":"text/x-python"}},"nbformat_minor":4,"nbformat":4,"cells":[{"cell_type":"markdown","source":"# Introduction\n\n**MNIST** (**\"Modified National Institute of Standards and Technology\"**) is the de facto “hello world” dataset of computer vision. Since its release in 1999, this classic dataset of handwritten images has served as the basis for benchmarking classification algorithms. As new machine learning techniques emerge, MNIST remains a reliable resource for researchers and learners alike.\n\nIn this competition, goal is to correctly identify digits from a dataset of tens of thousands of handwritten images.\n\n![mn1.png](attachment:7da8f106-3df4-4be9-aaca-bb0e706453ae.png)\n\nCourtsey to below notebook,\n1. https://www.tensorflow.org/tutorials/keras/classification\n1. For Image display : 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jgAAyWbNmjXm/q/7oTLCZZddJgsWLDAdVoKsWLFi5uffCy+8YGfiR1fjtUUmcCqE+IDTAF+6dGk7ip2232rRokVCNkcBAE7vk08+MXuhMsI555wj9957r7zzzjt2JhwaNWokLVu2tKP42L59u/Tv39+OgN8jxAeci42R06ZNkzp16ph/VsGCBTmQ4jT0+HI9hS9WbBAEkB4XXHCBqavWGm6XsmXLJo888oj5Z0c+dNPsQw89ZP9EuGjAjnwftJQoHgYNGmQ2uur3GfgtQnzArVixQjZs2GBH6TN69GgOcoqC/rLj4pcnAIiF1nC/9tprdhQ77Zjyr3/9y45wMv0+68my8TJkyBB7BfyCEB9w+lhVT1RNL+0soJuj6AMfHRchno3DAGJVs2ZNU6ueJ08eO5M+t912m9PSzKApXry4vPTSS5IzZ04745Y2k9i5c6cdAT8jxAecvunTuxKvG6J0h7ye9oq0c7UKr/2JASBWWurx8ccfy3nnnWdnotOnTx9WgtNAN/dqkI+XSZMm2SvgZ4T4gDt69Kjpb3vs2DE7kzZaj62balauXCn79++3szidChUqSGpqqh3Fhpp4AK7kzZtXFi5caEdpo6v3ugeqffv2dganU6tWLdNXPh4I8fgtQnwI6HHbu3btSnOQ1/Coba3mzZsne/futbNIi549e0qTJk3sKP307yqjWsMBCA/tLpYWf/vb3+Stt94yB0UhOp06dYrLIYvLly83i3JABCE+BLSefeDAgaY9ZFqC4Y8//ijvvfeeWYEhSEbHVSnNnj176A8MwLkBAwaYxYY/o20jX3nllXSX30Dk8ccfl0yZ3EcsF53PEByE+BDQlfUJEyZIx44dzQlwp6px11P9tJvNY489Zlpn6Qo+ouciyA8ePJibNYC40J8Fzz33nB39WkpKiowbN07++te/2hmkR7ly5cyKvGu6SRmIOOOngJeQwlta8GUsXRHQ+sYrrrhCKlasaFZYypcvb47F1oObtNxm27Zt5rhsbSO2adMmOtJEQb+3esz4XXfdZW7esbrxxhtNNwJA+bI/Qu/rvvy7QkyNfL169ezoZ4sWLTI/GxA73U+mPftdP1XVvvTwm6t7JSEeiFGOHDnML0UzZswwq1ix0Fr4HTt2yB133BG6ExBxaoR4xJPed+rWrWuewl566aV2Fi7s27fPlCe5fF8Q4v3n6l5JOQ0QoypVqsibb75pTrONlT4R0R+mPDIFkFH0iaxuYiXAu3fWWWdJo0aN7AhwixAPxEhX4gsXLmx+EMZKV8S0tSelTAAQDLfccou9ckP3rwGKEA/EQNuIuWgpCQAIpuuvv15KlSplR7FL7wGOCB5CPBCDhg0bSrNmzewodtQTA0DwVK5c2V7F7osvvrBXCDtCPBCDdu3a2avYzZo1Sy6//HJTTgMACI4OHTrYq9jpzwpAEeKBdMifP7+MGDFCsmfPbmdioyvwhw4dMgE+rSfrAgD8UKZMGSlevLgdxYaVeEQQ4oEopaamSvfu3aVBgwZ2JnZz586VsWPH2hEAIGjOPfdcexUbTvNGBCEeiJKGeD2JL2/evHYmNrry/t5778lrr71mZwAAQaOr8S7oU1tAEeKBKGh4HzlypLPDyrSMpmXLljJw4EA7AwAIoho1atir2HDYEyII8UAa9ezZU9q2bWvq4V3QG7EG+JkzZ8rBgwftLAAgiPLkyWOvYsNKPCII8UAadOzYUZo3by7lypWzM7HTA520ywDdaAAg+LJly2avYkOIRwQhHkgDDfEuA7wGdw3wnMwKAOHgqptZrly57BXCjhAPnEaOHDkkS5YsduTGkiVLpEWLFtQ2AkBIuFqJP+uss+wVwo4QD5xGlSpVpGDBgnbkxvHjx+0VACAMjh49aq9iQ4hHBCEe+BNNmzaVvn37SubMme2MG4888oi9AgCEwb59++xVbFy1N4b/CPHAKTRp0sR0o6lYsaKdcWPMmDGydOlSOwIAhMH+/fvtVWxYiUcEIR44BV2Fr1atmh3FTh+lrlmzRp5//nk7AwAIC1cr8YR4RBDigZNUqFBB3n77bdPC68Ybb3R2qJNuZK1Tp45cfvnlMm/ePDsLAAiL2bNn26vY/OMf/7BXCDtCPGBVrVpVOnToIDVr1jQdaVyZM2eODBo0SN555x1aSgJASK1bt85exSY1NdVeIewI8YClpTNaQuPauHHjZOzYsXYEAAijTz/91F7FpmzZsvYKYUeIB36SP39+cyS2q/KZky1YsMBeAQDCaMOGDXLkyBE7io3rc0vgL0I88JMBAwZIu3bt7Mgd7Qfv6hEqAMBP/BxAPBDiEXq6Cl+rVi2zEu/S7t27pWXLls4O+AAA+Gn16tX2CnCHEI9QK1q0qNxyyy2SkpJiZ9zQVZdHH31UJk+ebGcAAGE1Y8YMewW4Q4hHqJUuXVpat25tR25s27bNtKnUEp0DBw7YWQBAGH3++eeyatUqOwLcIcQjtLR85txzzzW94V2aP3++TJgwwY4AAGH21ltv2avYXXDBBfYKEDnjfz+x1xkqHl1AgLTq3Lmz3HnnnXLhhRfamdjpW6lv377y6quvyvr16+0sELsE3aajpvd1X/5dgYywdetWpz9npkyZItdcc40dwVeu7pWsxCOUrrzySilfvrwdxU7LZrR8hgAPAIgYP368vYqdPj0mwONkhHiEip7EWqNGDSlRooSzXrv79++XxYsXyxNPPEGABwCcMHr0aHsVu+uuu85eAT8jxCM0NMCfd955MmrUKKlYsaKdjd1nn30mQ4YMkYMHD9oZAEDYTZ8+3Rzy5Mq1115rr4CfUROP0KhXr55MnTrV6WtvzJgxMmjQIFm6dKmdAdyjJh7wiz6V1bJNV1q0aGFKNhEM1MQDUWrSpInzXx5feOEFAjwA4Fd0f5RLd9xxh70CfsFKPEJB20guWbLEjtw4fvy4ZM6c2Y6A+GElHvDH2rVrpXLlynYUO62Fp21xsLASD6SBvlGyZs0qvXv3tjNuHDt2zLQOAwDgZI899pi9coNVeJwKIR6BVqBAAbOCcdVVV9mZ2OmKfu3ataVs2bJ2BgAAkUqVKsm0adPsKHZ69oju5wL+CCEegZWamirdunUzO/rz589vZ2Nz+PBh+eKLL2TWrFnmGgAA1a9fP1m3bp0dxS5fvnzmUELgVAjxCCQN8M2bN5dOnTqZAzJcWbNmjSxatMiOAAD4uRuN6zKae++9V84880w7An6PEI/A0VX3du3aSc+ePe2MG7t37zYHd2hPeAAAIrp06eJ0U3dKSooJ8cCfIcQjcLSXroZ41x2QdFV/2LBhdgQAwM/mz59vr9zQAO/qVHEEFyEegaEr8CNGjJBatWo5LaFR2g9+2bJlcuDAATsDAIDIzJkz7ZUbF154odx99912BJwaIR6B0b17d2nQoIF5DOmadrjZvHmzHQEAILJnzx7p3LmzHbnhuhQUwcVhTwiEMmXKyGeffRaX19X27dvl/PPPl2+//dbOABnLlwOUXB1gAviiTZs28vrrr9tR7Jo1aybPPPOMHSGoXN0rWYlHIDRq1CguAV7LZ9566y0CPADgV7TM0mWA1zJQVuERDVbi4S294bVt29ZsYi1XrpyddWfMmDHmJj137lw7AyQGK/FA8tiyZYs5gOmrr76yM7HJnTu3vP/++1KsWDE7g6BjJR6hVqhQIalTp46pg3cd4PUQJ92oNGjQIAI8AOCEI0eOSKtWrZwFeKWnshLgkR6sxMNLNWrUkFdeeUUKFiwomTNntrOx0wCvBzrpLwhaCw8kA1bigeSghwi++eabduQG5Zrhw0o8Qi179uzOA7zSXr8a4Hft2mVnAAAQue+++5wH+AoVKtgrIHqEeHinadOm0qtXL+cBfuzYsWZTka7AHzt2zM4CAMLusccek5EjR9qRGzlz5pTBgwfbERA9Qjy80qRJE7OZtWLFinbGDQ3wuol1yZIldgYAAJGnn35annrqKTtyRwN8+fLl7QiIHiEeXtFV+GrVqtmRG1qX9uqrr8qcOXPsDAAAIsOGDZMHH3zQjtzp1q2baY0MxIIQD29o+Yw+fnS9Kfro0aOmHzwAABHaPOH++++3I7e6du1qr4D0I8TDG7qRtUqVKnbkhq7C7969mzIaAMAJEyZMkPbt29uRW5UqVbJXQGwI8Uh6VatWldGjR8u2bdskR44cdjZ2Wj5z2223SdGiRU3vXwBAuM2aNUvy588vd911l51xJ1u2bOYE8OnTp9sZIDb0iUdS0/ZbHTp0kGbNmtkZN3TlXQ9z0g2tQLJL0G06avSJh+9SUlJMiWU86N4rbWEMuLpXEuKRlLT+XctnRo0aJTVr1rSzbhw/flzq168v06ZNszNAciPEA/G3aNEiueGGG+zILV00uuOOO+wIYefqXkk5DZJOuXLlTDuv9evXOw/weoiTrup/8MEHdgYAEGazZ8+WIkWKxCXA33PPPeZEVgI84oEQj6RTrFgxufnmmyVXrlx2xo1169aZAzv0xL2dO3faWQBAWL3zzjvSuHHjuOyL0uD+8MMP2xHgHiEeSUf7wJcsWVKyZMliZ9zQzbEDBgygnSQAwNAAH48Tum+66SZTQgPEEzXxSCraFUBbPsYDrzn4ipp4wD3dFxWPMpdrr71WJk6caEfA71ETj0DSlfJ4IFgAACKmTp0alwD/97//3TRkADICIR5JQVfgR4wYIbVq1bIz7miA79u3rx0BAMJs0qRJ0rJlSzty5+qrrzaHRLnezwWcCuU0SKhzzz3XdIt58MEHnb8mtm/fbg7W6Nixo+kOAPjKlydJlNMgmY0ZM8Z0i4mHHTt2ON/HheCinAaB0LBhQ+natavzAK+bVzXAt2jRggAPACGnJS7xCvC1a9cmwCMhCPFIqBw5csTl0eMLL7xgVuABAOH28ssvm5O/40F7y2vnMyARCPFImF69eplSGter8Hqg09dff80KPACE3LBhw6Rz58525Fa9evXYxIqEIsQjw+XJk8eskt92222SmppqZ93QGjNt7bVgwQI7AwAIo6FDh8r9999vR+6NHDnSXgGJQYhHhmvQoIH06NFDypUrZ2fcOHz4sMyaNcs8Ol26dKmdBQCEzZAhQ+SBBx6wI/f05xiQaHSnQYbSVfh9+/bF5e9/xYoVUqdOHdOVBggSXzq+uOq4AMRK2xbHy8033ywvvviiHQHRc3WvZCUeGapNmzZx+wVOA7zWwwMAwqtfv372yr1GjRoR4JE0CPHIMLrBSDezujZ27FipXr26WYE/duyYnQUAhMkjjzxiVuAfffRRO+POrbfeapolaOczIFlQToO40haS5513nsyYMUNSUlLsrBt79uyR3r17y5QpU2TLli12FggeymmAU9OfA88884wduaUd1OL1z0Z4ubpXEuIRVzVq1DAtuAoVKiSZM2e2s7E7fvy4bNq0Sa677jr56quvWIFHoBHigVOLV/178+bN5emnn7YjwB1X90rKaRA3TZs2lb59+0rhwoWdBnil3Wdat24tW7duJcADQEjpid/xcPvttxPgkfRYiUfcaLvH66+/3o7cmTNnjqlL1Fp4IAxYiQd+r1OnTjJ8+HA7cufOO++UgQMH2hHgnqt7JSEecfPDDz9I1qxZ7ciNJUuWyKBBgwjwCBVCPPBr7du3l1deecWO3GnRooUMGDDAjoD4IMQjaWnpTMGCBWXbtm12xg0tm6ldu7ZZ4QfChBAP/OLf//533BZytAMNEG+u7pXUxMM5DfDajcY17QE/f/58OwIAhM0///nPuAV4PccE8AkhHk5VqFDBdKPRtpIu6QbWyZMny+HDh+0MACBMNGSPHz/ejtxq27atPPnkk3YE+IEQD2euueYaU6dYs2ZN0x/eFW0n+eWXX8al/hEAkPy0Vv3111+3I7fuuusueeKJJ+wI8Ac18XBC+/T26NHDdAtwaffu3eb0PTYaIcyoiUdYNWnSRGbOnGlH7lEDj0SgJh5JRUN2u3bt7MgNfYF37NhRhg0bZmcAAGFxyy23xDXA6wZZwGesxCPdypYta+oI9VFk3rx57Wzs1q9fb/rA68eBAwfsLBBevqxusxIPF7777juzAr9w4UI745aWffbp08eOgIzn6l5JiEe61a1bV6ZMmSJZsmSxM25MmjRJGjVqZEcIGn29lCpVypRgZc+eXTJlymT2PeimZR0fOXLkxC9v+mf160ePHjXdifbv32/OHwhbUPTlv5cQj1jt27fPBPgPPvjAzrjVoUMH6d27tx0BiUGIR0LlyZNHbr75ZhkxYoSdcUcPc7rvvvvsCL7S8wLOOussE8T1OvKez507tzkRUTsZpaSkmK9rSNdzBbQ9qe6DWLt2rfnz+mc12OsP9gULFsgnn3xivq6BX1frNPCHITT68t9IiEcs9L2tAX758uV2xi0tz+zZs6cdAYlDiEdC6QZW3ciqq6ku6ctR/5l79+61M/BV8eLFpW/fvlKuXDkpUKCA6VgUCfNnnnmmZMuWzYwj9DCvyKq8hnr9c5EPndPArvMa3leuXCkvv/yyvPfee6FoO+pLMNa/K1/+XZFcduzYIbfeequsWrXKzrilP7MeeOABOwISy9W9khCPdPn0009NOHNJX4oa+njU6Q8N4UWKFJGbbrpJLrroIrPyrmFd39+5cuWSCy+80Dy1iQR2F+97Dfv6S966devk3XfflQkTJphrLbMJKl+CMSEe6VWlShXzpC0eunTpIt27d7cjIPEI8UgIDWStW7eWgQMH2hk3tAY6splVN7YiedSpU0eKFStmArqWtkTCuH7oyrk+OalUqZKULl3arLBnzZo1Q97fP/74o2zcuFHGjRsnEydONKvzQUWIR5Bt3rxZLr74Yjtyq2vXrtKtWzc7ApKDq3slIR5R0VXXxYsXy1//+lc7EztdVV20aJGpk9bNi8hYJUqUkHPOOUdy5sz5q9XyyGftPqSdiM4++2zzZyKbTZPlPaxPhV588UXp37+/nQkeQjyCSg/ya9y4sWzYsMHOuKPhXUM8kGxc3SsJ8UizGjVqmFNTdfPhybXMsdCX3/Tp0003mjB2HclI+oOyfv36cskll5iWoBrElZa96Aq6hnPl43tTn+S4bHOabHx5XxDikVb6y7f2gf/666/tjFsc4oRkRohHhtINR9pbV8smXBozZozpRrN06VI7Axe0Ll03cekKuwZ0Dey64q5lMfny5TOBPUjvQd34WrJkSdmyZYudCRZCPIJk9erVJsBv377dzrjVq1cvOpwhqRHikaF0s6kejhFZvXVBA7zWwM+dO9fOIFoa0LXn+pVXXmmekET6rmtdurZqK1y4sAn0Lv/eklXVqlVl3rx5dhQshHgEhe5d0QCv7STj4cEHH5T//Oc/dgQkJ0I8Moz289ZVjaZNm9qZ2GibQO1CoDfa+fPn21mcjq6ea1C/9NJLT9Su62bTv/3tb3LjjTealo5aGhOGwP5HmjdvLqNHj7ajYCHEIwi0/7sG+Hi1ENbuZnfffbcdAcmLEI8MoWFRT2W94YYb7EzsdAXmnnvuMe0Bd+7caWfxW7qJVEtfIu8V7QxUuXJlGTx48IlNqPhFmzZt5KWXXrKjYCHEw3d6AqsG+IMHD9oZtx577DGzCR/wgat7ZTiX7JBmkXIMl/RwHr2hx+txalDUrl3blIfo90r3DMyZM0eeeuopU0JDgP+9zz77zF4BSCYLFy6UBg0axC3A632RAI8wYiUep6RtBfXxp64Au6JBtHr16nYULnrgkfZC1kORtPQl8h6oV6+enHfeeSfq2RE93SCnbU+DeuATK/HwlZ6qrN3H4mXIkCFy22232RHgB1f3SkI8Tqlu3boybdo0O4qdrpTqismwYcPsTHDpSrmumOuJpXoYkr7e9YnGtddea36JcX3abZjpoU9amlWrVi07EzyEePho5syZZoN9vAwdOtR0TgN8Q4hHXHXs2FF69OghBQoUsDOx0RaAWg/53//+14SuINGuKLoapJtMIxtO9UM3ouqcrsAjPo4dOybPPfecjBw5MtBtSgnx8Mkbb7xhDu+Ll+HDh5szLwBfEeIRN7p63KlTJ2nRooWdiY0euqHdbd5+++249QXOKFdccYVZ8dWSGC1/0ddxoUKF5LLLLjtxkiniTw93Wrt2rWlTqvsGPv/8czMXVIR4+EIbIbRq1cqO3Bs1apTTRgtAIhDiETfdu3eX22+/3dRpx0oDvLaR1M4hu3btsrN+0P7r2s4xNTXVlMLoa1b3CVx++eVSunRp04ud17FbkduRrrDr0xul32O9PnTokOzYscMEdj0sRvtN6x4LfV1p29Ig8yUYu/rBBD9NnDhR2rVrZ0fu6S/tQS6bQ3i4ulcS4nGCBtUqVaqYXrsVK1a0s7HRoKWtv7S2/vvvv7ezyUdX1rUTj5a+RF6b+kSiRo0apk9+7ty5zRzSR28zGsyPHDliOlRs27bNBHLtVHQy/XP6oSVXJ4d4/d/qSvumTZtkxYoV8uGHH8rWrVvN18MgQbfpqBHiw033/8TL+PHj5frrr7cjwG+EeDilAV5X3mfMmCEpKSl2NjYaul5//XVnZTkuaLmLHpgUqV1X+vnxxx83Kzx/+ctfaN/ogN5WdHVc24jqtQZy/SVOV83Xr19vNrzNnj3bhHmcXoJu01EjxIfXq6++GreTUvXnSLVq1ewI8B8hHk7pivMrr7xyIuC60L9/f3n00UdNSU2yOPvss2XSpEmmHaHWsEfooUr6iww17W5899138tFHH8kdd9xhymD0NqMfuqKuq+y6Aq+r8jrG6SXoNh01Qnw4jRgxwjRDiAdthnD11VfbERAMhHg407RpU+nQoYOzEpqIPn36yMMPP2xHGev888837RyvuuoqyZUr14lwrkG9UqVKpv0jr8Ho6e1Cg7eG8H379pmSlo8//lgWLVpkymMiNKjr1/WgKoJ67HwJxoT48HnxxRela9euduTWm2++KVdeeaUdAcFBiIcTGuB1I1I8HlXqP3Pu3Ll2FD81a9Y0oV1X0yNKlChhDlbSeQ5Rip6G9L1795pyl1mzZplSmMitQkO5lsroars+Zfnyyy9Npxj984gPX4IxIT5ctL2rtiKOl2R6igu4RIhHzLSExuUm1ghdhd2yZYvp4OKKrpzrKadlypQxgfzk10/Lli2lcuXKplQG0dFArmFcV9T1MK4IndN2oBs3bjQ9mXVVHYlDiEeyeeaZZ6R379525J6e9HrJJZfYERAshHjE5LrrrjN92+OxifObb74xq/C6gTE9NmzYcKIHe4TWr+fMmdN0ieG1Ez3dWPrpp5+aQ5EmTJhg6tGVvv31ly6tW9euMUhOvgRjQnzw9evXz+x1ipeFCxc6aW8MJDNCPNJNT07VLgLx2Cy0ZMkS6dmzp+kN/9v2gb9Vp04dqV69ulldP3mTqc7TISb99C2tIf3ll1+WZcuWmY4wOqfdgnRlXZ+SUKfulwTdpqNGiA827eL15JNP2pF7uodGz+IAgo4Qj3TRnud6eqrWwrumK73aZky70mh5i24oVVr+oqUurVu3No9HdZUd0dG3qa6Y62r54sWLzbXO6Qq61q2/8847Zt63A7WQNgm6TUeNEB9cDz30kAwePNiO3KP+HWFCiEdU9PutBxlpe8W6devaWXf0ZTRgwADzoX3mp06dajaXIv108+jOnTvNtZbDaJ26lig1a9aM0peQ8SUYE+KDqVevXvLss8/akXuffPKJFClSxI6A4CPEIyq6+q0bWJ944gnTYtElfQnp36eWa+iHlsK47DcfNvr91NC+evVqU1oUoXO6Ah85QAnh4cvfNyE+eLp37y7PP/+8Hbm3bt06KVSokB0B4UCIR1Q0VGuXES1z0VNJkRw0lGs5zJQpU8wppiryltSOMLq3APAlGBPig6VLly7y0ksv2ZF7n3/+ueTPn9+OgPAgxCMqRYsWNZtOixUrZmeQ0XQzqfZb//DDD2X27NnmDaxz2l9dD0tasWKF/ZPAr/kSjAnxwaF7p7SbVbzoJvu8efPaERAuhHikmdao16pVy2w4LVCggJ1FvOkqu55iunz58hPj/fv3m8OTRo8ebeaAtCDEIyPde++9cb1HaYesSOMDIIwI8Uizhg0bysSJE+0Irmmtum5C3bNnj7lW+rbSVfd3331X/vWvf5k5IL18CcaEeP/p/WrcuHF25Ja+PvQcEW2yAIQZIR5poj3bmzdvLuXKlbMzSC99q2gw//jjj2X8+PHmcbCGd/3Q+nUth/nhhx/snwbc8SUYE+L9pqdfa2cx1/QcEH0qCeBnhHj8Ke3Nni9fPhkzZoz84x//sLNIK31baDjftGmTrFq1ynSK0Tk9REnD+7x582T79u0cmoQMkaDbdNQI8f66/fbbZfr06XbkFj3ggV8jxONPab2hltF07txZLrroIjuLU9FSmC+//FK+/vprM9a3hQb2NWvWmE2oc+fONfNAIvgSjAnxftLD/95++207citHjhyydetWOwKgCPH4U9qNRo+w1m40fK9/oTXrGs71sCRdaY/QzafaSi0ej5KBWBHiES+NGzc2Jz7HQ86cOU8sjAD4BSEef4qWkr+n3WG0dn3BggXm9EE9JTBCa9n1RNRDhw7ZGSB5EOLhmv496dPaOXPm2Bm38uTJI1999ZUdATgZIR5/SkP80qVLzeew0dV2XWlftmyZ6XOswV3nIl1kdu3aZQ4Z0XaPgA98CcaEeD/ofVADvC5oxEPu3LnlueeeO/FzXj+ffH2qz5GPk8eR6z/6jFO7+uqr7RWSkb6GCfE4paCFeF1FP3DggLz//vsnNpPqSzdStz5jxgxTPgQEkS/B2NUPJsRPzZo1zQIHgm3x4sWSmppqR0g2hHj8KZ/LabSNo55iejItdfn000/llltuMcEdCBNCPFzQDfxlypSxIwQZIT65ubpXZrKfgaSgL+pp06ZJhQoVfvVRtWpVadWqFX3YASCd6tevb68ABAEr8QGlLSbr1asn3bp1k0suucTOJpb2VddymJUrV5qxlsV88cUX8uGHH8ratWvNHIDf82V1m5X45KaH/u3cudOOEGSsxCc3V/dKQnzATZgwway+ZM2a1c7En4ZzrV+fP3++nfmZdiqYMmWKvPvuu3YGQFoQ4uFC2bJlZffu3XaEICPEJzdCPNLkqaeekiZNmkjx4sXtjDu62fTw4cOmE4x2flH6ctKa9fXr10vt2rXNHIDY+BKMCfHJTevhtS4ewUeIT26EeKRJvnz5pEePHtKlSxc744YG+M2bN5uuMEOGDPlVu0Z9SenXeWwLuOFLMCbEJ7fSpUublrsIPkJ8ciPEI830jbx69WrJkiVL1N93fXnoyvrChQtNYNcVdqUr73ow0jfffGN6rp98+ikAt3wJxoT45FayZElT6ojgI8QnN0I8otKzZ0/JnDmzNG3a1Lyx/+j7HzkkSevWv/zySzOnLw8N6Hq66fLly2XLli1mHkDG8SUYE+KTW4kSJUy7XgQfIT65EeKRLhrmtWXjH33/dUOq9mcfNGiQrFq1ys4CSDRCPFzQc0P0CSqCjxCf3AjxABAShHi4ULhwYc7aCAlCfHJzda/ksCcAAEIg0kUMQDAQ4gEACAHtGgYgOAjxAAAAgGeoiQeAJEdNPAAEBzXxAAAAQEgR4gEAAADPEOIBAAAAzxDiAQAAAM8Q4gEAAADPEOIBAAAAzxDiAQAAAM8Q4gEAAADPEOIBAAAAzxDiAQAAAM8Q4gEAAADPEOIBAAAAzxDiAQAAAM8Q4gEAAADPEOIBAAAAzxDiAQAAAM8Q4gEAAADPEOIBAAAAzxDiAQAAAM8Q4gEAAADPEOIBAAAAzxDiAQAAAM8Q4gEAAADPEOIBAAAAzxDiAQAAAM8Q4gEAAADPEOIBAAAAzxDiAQAAAM8Q4gEAAADPEOIBAAAAzxDiAQAAAM8Q4gEAAADPEOIBAAAAzxDiAQAAAM8Q4gEAAADPEOIBAAAAzxDiAQAAAM8Q4gEAAADPEOIBAAAAzxDiAQAAAM8Q4gEAAADPEOIBAAAAzxDiAQAAAM8Q4gEAAADPEOIBAAAAzxDiAQAAAM8Q4gEAAADPEOIBAAAAzxDiAQAAAM8Q4gEAAADPEOIBAAAAzxDiAQAAAM8Q4gEAAADPEOIBAAAAzxDiAQAAAM8Q4gEAAADPEOIBAAAAzxDiAQAAAM8Q4gEAAADPEOIBAAAAzxDiAQAAAM8Q4gEAAADPEOIBAAAAzxDiAQAAAM8Q4gEAAADPEOIBAAAAzxDiAQAAAM8kLMSXKlVKChQoYEcAgN/Se6TeK32h/64bN260IwDAb+k90tV9PWEhfvjw4ZI1a1Y7AgD8VsmSJaVPnz52lPz0vl69enU7AgCcbO/evdKyZUtn9/Uz/vcTe53hGjRoIGvXrpV169bZGQCAqly5spQtW9YEY5/ofV1/UM2ePdvOAAD0vnjfffeZa1f39YTWxE+ePFkqVaok559/vlSsWNHOAkB4ValSxdwT9UnlwIED7aw/9L6uj4ovvfRSGTFihJ0FgHDS8D5lyhTzlFJLaVze1xO6Eh+hN/qpU6fKypUrqacEEFr58uWTatWqSf369aVFixZ21k+R+7r+8AKAsIrnfT0pQjwAAACAtKPFJAAAAOAZQjwAAADgGUI8AAAA4BlCPAAAAOAZQjwAAADgGUI8AAAA4BlCPAAAAOAZQjwAAADgGUI8AAAA4BlCPAAAAOAZQjwAAADgGUI8AAAA4BWR/wfBwSbGgfn1ZAAAAABJRU5ErkJggg=="}}},{"cell_type":"markdown","source":"# Importing libraries and data","metadata":{}},{"cell_type":"code","source":"# TensorFlow and tf.keras\nimport tensorflow as tf\nfrom tensorflow.python.keras import regularizers\n\nimport numpy as np\nimport pandas as pd\n\nimport matplotlib.pyplot as plt\nimport matplotlib.cm as cm\n%matplotlib inline\n\nfrom sklearn.model_selection import train_test_split","metadata":{"_uuid":"8f2839f25d086af736a60e9eeb907d3b93b6e0e5","_cell_guid":"b1076dfc-b9ad-4769-8c92-a6c4dae69d19","execution":{"iopub.status.busy":"2022-07-12T10:01:18.220778Z","iopub.execute_input":"2022-07-12T10:01:18.221417Z","iopub.status.idle":"2022-07-12T10:01:26.088919Z","shell.execute_reply.started":"2022-07-12T10:01:18.221306Z","shell.execute_reply":"2022-07-12T10:01:26.088044Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"train = pd.read_csv('/kaggle/input/digit-recognizer/train.csv')\ntest = pd.read_csv('/kaggle/input/digit-recognizer/test.csv')","metadata":{"execution":{"iopub.status.busy":"2022-07-12T10:01:26.090249Z","iopub.execute_input":"2022-07-12T10:01:26.090454Z","iopub.status.idle":"2022-07-12T10:01:31.700530Z","shell.execute_reply.started":"2022-07-12T10:01:26.090428Z","shell.execute_reply":"2022-07-12T10:01:31.699436Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"train.head(5)","metadata":{"execution":{"iopub.status.busy":"2022-07-12T10:01:31.701709Z","iopub.execute_input":"2022-07-12T10:01:31.701902Z","iopub.status.idle":"2022-07-12T10:01:31.734377Z","shell.execute_reply.started":"2022-07-12T10:01:31.701872Z","shell.execute_reply":"2022-07-12T10:01:31.733156Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"train.shape,test.shape","metadata":{"execution":{"iopub.status.busy":"2022-07-12T10:01:31.736283Z","iopub.execute_input":"2022-07-12T10:01:31.736534Z","iopub.status.idle":"2022-07-12T10:01:31.742031Z","shell.execute_reply.started":"2022-07-12T10:01:31.736497Z","shell.execute_reply":"2022-07-12T10:01:31.741350Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"# Visualizing images","metadata":{}},{"cell_type":"code","source":"images = train.iloc[:,1:].values\nimages = images.astype(np.float)\n\n# convert from [0:255] => [0.0:1.0]\nimages = np.multiply(images, 1.0 / 255.0)\n\nprint('images({0[0]},{0[1]})'.format(images.shape))","metadata":{"execution":{"iopub.status.busy":"2022-07-12T10:01:31.743612Z","iopub.execute_input":"2022-07-12T10:01:31.743874Z","iopub.status.idle":"2022-07-12T10:01:31.874470Z","shell.execute_reply.started":"2022-07-12T10:01:31.743838Z","shell.execute_reply":"2022-07-12T10:01:31.873366Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"image_size = images.shape[1]\nprint ('image_size => {0}'.format(image_size))\n\n# in this case all images are square\nimage_width = image_height = np.ceil(np.sqrt(image_size)).astype(np.uint8)\n\nprint ('image_width => {0}\\nimage_height => {1}'.format(image_width,image_height))","metadata":{"execution":{"iopub.status.busy":"2022-07-12T10:01:31.875725Z","iopub.execute_input":"2022-07-12T10:01:31.875917Z","iopub.status.idle":"2022-07-12T10:01:31.883246Z","shell.execute_reply.started":"2022-07-12T10:01:31.875890Z","shell.execute_reply":"2022-07-12T10:01:31.882010Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"# display image\ndef display(img):\n    one_image = img.reshape(image_width,image_height)\n    \n    plt.axis('off')\n    plt.imshow(one_image, cmap=cm.binary)","metadata":{"execution":{"iopub.status.busy":"2022-07-12T10:01:31.884440Z","iopub.execute_input":"2022-07-12T10:01:31.884678Z","iopub.status.idle":"2022-07-12T10:01:31.896851Z","shell.execute_reply.started":"2022-07-12T10:01:31.884632Z","shell.execute_reply":"2022-07-12T10:01:31.895846Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"IMAGE_TO_DISPLAY = 1\ndisplay(images[IMAGE_TO_DISPLAY])","metadata":{"execution":{"iopub.status.busy":"2022-07-12T10:01:31.898067Z","iopub.execute_input":"2022-07-12T10:01:31.898271Z","iopub.status.idle":"2022-07-12T10:01:31.998909Z","shell.execute_reply.started":"2022-07-12T10:01:31.898247Z","shell.execute_reply":"2022-07-12T10:01:31.998290Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"IMAGE_TO_DISPLAY = 2\ndisplay(images[IMAGE_TO_DISPLAY])","metadata":{"execution":{"iopub.status.busy":"2022-07-12T10:01:32.000247Z","iopub.execute_input":"2022-07-12T10:01:32.000686Z","iopub.status.idle":"2022-07-12T10:01:32.061781Z","shell.execute_reply.started":"2022-07-12T10:01:32.000649Z","shell.execute_reply":"2022-07-12T10:01:32.060361Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"X_train, X_valid, y_train, y_valid = train_test_split(train.iloc[:,1:], train.iloc[:,:1], test_size=0.25, random_state=42)","metadata":{"execution":{"iopub.status.busy":"2022-07-12T10:01:32.065375Z","iopub.execute_input":"2022-07-12T10:01:32.065929Z","iopub.status.idle":"2022-07-12T10:01:32.339822Z","shell.execute_reply.started":"2022-07-12T10:01:32.065883Z","shell.execute_reply":"2022-07-12T10:01:32.338363Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"X_train = X_train.values.reshape(-1, 1, 28, 28)\ny_train = y_train.values.flatten()\nX_valid = X_valid.values.reshape(-1, 1, 28, 28)\ny_valid = y_valid.values.flatten()\nX_test = test.values.reshape(-1, 1, 28, 28)","metadata":{"execution":{"iopub.status.busy":"2022-07-12T10:01:32.341317Z","iopub.execute_input":"2022-07-12T10:01:32.341644Z","iopub.status.idle":"2022-07-12T10:01:32.353423Z","shell.execute_reply.started":"2022-07-12T10:01:32.341609Z","shell.execute_reply":"2022-07-12T10:01:32.351520Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"X_train.shape, y_train.shape, X_test.shape","metadata":{"execution":{"iopub.status.busy":"2022-07-12T10:01:32.354953Z","iopub.execute_input":"2022-07-12T10:01:32.355275Z","iopub.status.idle":"2022-07-12T10:01:32.388364Z","shell.execute_reply.started":"2022-07-12T10:01:32.355239Z","shell.execute_reply":"2022-07-12T10:01:32.380728Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"# Model Training\n\nTensorFlow is a free and open-source software library for machine learning and artificial intelligence. It can be used across a range of tasks but has a particular focus on training and inference of deep neural networks.\nTensorFlow was developed by the Google Brain team for internal Google use in research and production. The initial version was released under the Apache License 2.0 in 2015. Google released the updated version of TensorFlow, named TensorFlow 2.0, in September 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**Regularization techniques:**\n1. **Dropuot:** Dropout is very effective regularization techniques for neural networks The intuitive explanation for dropout is that because individual nodes in the network cannot rely on the output of the others, each node must output features that are useful on their own.\nDropout, applied to a layer, consists of randomly *dropping out* (i.e. set to zero) a number of output features of the layer during training. \nThe *dropout rate* is the fraction of the features that are being zeroed-out; it is usually set between 0.2 and 0.5.\n\n![dropout.png](attachment:ca9da7cf-cdb5-4351-addd-a268d8c63920.png)","metadata":{},"attachments":{"ca9da7cf-cdb5-4351-addd-a268d8c63920.png":{"image/png":"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"}}},{"cell_type":"code","source":"model = tf.keras.Sequential([\n    tf.keras.layers.Flatten(input_shape=(28, 28)),    \n    tf.keras.layers.Dense(200,activation='relu'),\n    tf.keras.layers.Dropout(0.2),\n    tf.keras.layers.Dense(100, activation='relu'),\n    tf.keras.layers.Dense(50, activation='relu'),\n    tf.keras.layers.Dense(10, activation='linear')\n])","metadata":{"_kg_hide-output":true,"execution":{"iopub.status.busy":"2022-07-12T10:01:32.390182Z","iopub.execute_input":"2022-07-12T10:01:32.390451Z","iopub.status.idle":"2022-07-12T10:01:33.893200Z","shell.execute_reply.started":"2022-07-12T10:01:32.390417Z","shell.execute_reply":"2022-07-12T10:01:33.892157Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"## Adam\nAdam is an optimization algorithm that can be used instead of the classical stochastic gradient descent procedure to update network weights iterative based in training data.\n\nAdam can be looked at as a combination of RMSprop and Stochastic Gradient Descent with momentum. It uses the squared gradients to scale the learning rate like RMSprop and it takes advantage of momentum by using moving average of the gradient instead of gradient itself like SGD with momentum.\n\nAdam is an adaptive learning rate method, which means, it computes individual learning rates for different parameters. Its name is derived from adaptive moment estimation, and the reason it’s called that is because Adam uses estimations of first and second moments of gradient to adapt the learning rate for each weight of the neural network.","metadata":{}},{"cell_type":"code","source":"model.compile(optimizer='adam', loss=tf.keras.losses.SparseCategoricalCrossentropy(from_logits=True), \n              metrics=['accuracy'])","metadata":{"_kg_hide-output":true,"execution":{"iopub.status.busy":"2022-07-12T10:01:33.894285Z","iopub.execute_input":"2022-07-12T10:01:33.894489Z","iopub.status.idle":"2022-07-12T10:01:33.913278Z","shell.execute_reply.started":"2022-07-12T10:01:33.894461Z","shell.execute_reply":"2022-07-12T10:01:33.912566Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"## SparseCategoricalCrossentropy\nIt computes the crossentropy loss between the true labels and predictions for Multi Class Prediction. We can use it when true label is interger. Examples (for a 3-class classification): [0], [1], [2]\n\nIf true label is one-hot encoded, we can use categorical_crossentropy. Examples (for a 3-class classification): [1,0,0] , [0,1,0], [0,0,1]","metadata":{}},{"cell_type":"code","source":"tf.keras.utils.plot_model(model)","metadata":{"execution":{"iopub.status.busy":"2022-07-12T10:01:33.915173Z","iopub.execute_input":"2022-07-12T10:01:33.915445Z","iopub.status.idle":"2022-07-12T10:01:35.303089Z","shell.execute_reply.started":"2022-07-12T10:01:33.915408Z","shell.execute_reply":"2022-07-12T10:01:35.302298Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"op = model.fit(X_train, y_train, epochs=10)","metadata":{"execution":{"iopub.status.busy":"2022-07-12T10:01:35.304648Z","iopub.execute_input":"2022-07-12T10:01:35.304970Z","iopub.status.idle":"2022-07-12T10:02:58.135767Z","shell.execute_reply.started":"2022-07-12T10:01:35.304943Z","shell.execute_reply":"2022-07-12T10:02:58.134796Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"valid_loss, valid_acc = model.evaluate(X_valid,  y_valid, verbose=2)\n\nprint('\\nValid accuracy:', valid_acc)\nprint('\\nValid loss:', valid_loss)","metadata":{"execution":{"iopub.status.busy":"2022-07-12T10:02:58.137755Z","iopub.execute_input":"2022-07-12T10:02:58.138077Z","iopub.status.idle":"2022-07-12T10:02:59.093351Z","shell.execute_reply.started":"2022-07-12T10:02:58.138036Z","shell.execute_reply":"2022-07-12T10:02:59.092691Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"## Softmax\nThe Softmax function is the activation function used in the output layer, which calculates the relative probabilities. This function can be be used in multi-class prediction problem. Similar to the sigmoid activation function the SoftMax function returns the probability of each class. Here is the equation for the SoftMax activation function.\n\nsoftmax(Zi) = exp(Zi)/summation of exp(Zj)\n\nHere, the Z represents the values from the neurons of the output layer. The exponential acts as the non-linear function. Later these values are divided by the sum of exponential values in order to normalize and then convert them into probabilities.","metadata":{}},{"cell_type":"code","source":"probability_model = tf.keras.Sequential([model, tf.keras.layers.Softmax()])","metadata":{"execution":{"iopub.status.busy":"2022-07-12T10:02:59.094223Z","iopub.execute_input":"2022-07-12T10:02:59.094382Z","iopub.status.idle":"2022-07-12T10:02:59.125806Z","shell.execute_reply.started":"2022-07-12T10:02:59.094361Z","shell.execute_reply":"2022-07-12T10:02:59.124520Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"predictions = probability_model.predict(X_test).argmax(axis=1)","metadata":{"execution":{"iopub.status.busy":"2022-07-12T10:02:59.127535Z","iopub.execute_input":"2022-07-12T10:02:59.127829Z","iopub.status.idle":"2022-07-12T10:03:00.926646Z","shell.execute_reply.started":"2022-07-12T10:02:59.127791Z","shell.execute_reply":"2022-07-12T10:03:00.925767Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"images_test = test.iloc[:,:].values\nimages_test = images_test.astype(np.float)\n\n# convert from [0:255] => [0.0:1.0]\nimages_test = np.multiply(images_test, 1.0 / 255.0)\n\nimage_size = images_test.shape[1]\n\n# in this case all images are square\nimage_width = image_height = np.ceil(np.sqrt(image_size)).astype(np.uint8)","metadata":{"execution":{"iopub.status.busy":"2022-07-12T10:03:00.929691Z","iopub.execute_input":"2022-07-12T10:03:00.929897Z","iopub.status.idle":"2022-07-12T10:03:01.004387Z","shell.execute_reply.started":"2022-07-12T10:03:00.929874Z","shell.execute_reply":"2022-07-12T10:03:01.003905Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"predictions[1]","metadata":{"execution":{"iopub.status.busy":"2022-07-12T10:03:01.005724Z","iopub.execute_input":"2022-07-12T10:03:01.005888Z","iopub.status.idle":"2022-07-12T10:03:01.011866Z","shell.execute_reply.started":"2022-07-12T10:03:01.005867Z","shell.execute_reply":"2022-07-12T10:03:01.011281Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"# output image     \ndisplay(images_test[1])","metadata":{"execution":{"iopub.status.busy":"2022-07-12T10:03:01.013118Z","iopub.execute_input":"2022-07-12T10:03:01.013946Z","iopub.status.idle":"2022-07-12T10:03:01.080867Z","shell.execute_reply.started":"2022-07-12T10:03:01.013912Z","shell.execute_reply":"2022-07-12T10:03:01.079869Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"# Submission","metadata":{}},{"cell_type":"code","source":"# save results\nnp.savetxt('submission.csv', np.c_[range(1,len(test)+1),predictions], \n           delimiter=',',  header = 'ImageId,Label', comments = '', fmt='%d')","metadata":{"execution":{"iopub.status.busy":"2022-07-12T10:03:01.082648Z","iopub.execute_input":"2022-07-12T10:03:01.083108Z","iopub.status.idle":"2022-07-12T10:03:01.177725Z","shell.execute_reply.started":"2022-07-12T10:03:01.083072Z","shell.execute_reply":"2022-07-12T10:03:01.177147Z"},"trusted":true},"execution_count":null,"outputs":[]}]}