week9_resnet_assignment2_최혜빈.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## train.py와 test.py 돌린 결과"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "\n",
    "from IPython.display import Image\n",
    "\n",
    "Image('캡처1.png')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Image('model_best.png')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## model.py 채운거"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Image('model.png')"
   ]
  }
 ],
 "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": "3.7.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}