From be9ed9f215c30ddfd03adaafa3dbfe18ffe32cf4 Mon Sep 17 00:00:00 2001 From: Haesun Park Date: Mon, 26 Mar 2018 14:36:32 +0900 Subject: [PATCH] =?UTF-8?q?1=EC=9E=A5=20=EA=B7=B8=EB=9E=98=ED=94=84=20?= =?UTF-8?q?=ED=85=8D=EC=8A=A4=ED=8A=B8=20=EC=88=98=EC=A0=95?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit --- 01_the_machine_learning_landscape.ipynb | 43 +++++++++--------- images/fundamentals/best_fit_model_plot.png | Bin 64882 -> 64882 bytes .../fundamentals/cyprus_prediction_plot.png | Bin 65417 -> 65417 bytes .../fundamentals/money_happy_scatterplot.png | Bin 70392 -> 70392 bytes ...presentative_training_data_scatterplot.png | Bin 116331 -> 105613 bytes .../tweaking_model_params_plot.png | Bin 93119 -> 93119 bytes 6 files changed, 22 insertions(+), 21 deletions(-) diff --git a/01_the_machine_learning_landscape.ipynb b/01_the_machine_learning_landscape.ipynb index ffae1d4..95fdd4b 100644 --- a/01_the_machine_learning_landscape.ipynb +++ b/01_the_machine_learning_landscape.ipynb @@ -16,7 +16,7 @@ "scipy 1.0.0\n", "sklearn 0.19.1\n", "pandas 0.22.0\n", - "matplotlib 2.2.0\n" + "matplotlib 2.2.2\n" ] } ], @@ -152,7 +152,7 @@ "outputs": [ { "data": { - "image/png": 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Lkq4HlkbERVmvPzIyEqOjoy2Evb9d41MuQ7UZ+fthg07S9ogYydtvptNQ9+c8L4BTgTtJBrrfC2Qmi/QX/znAZ9IS3CpJ5dPPgaNJJy0EbgSOA+6WtBd4iA5UQtWsWDLsXwI2o3Z8P5xwbBA0TRYRMdubIil/l2ScgmSgu9Gaun32Ae9KF7O+5vJbGxTtulOer+A2a+DyWxskWdVQSPo3wO8BQ8BXIiLv9JSZpTxLsA2SrIkEXwPcC7wOeBVwp6QzuxWYWb9z+a0NkqzTUB8gmYb89Ig4G/jPJPeuMLMWuPzWBknWaaiN7D/NxpeArZLmRcQ+Se9In7+gkwGa9TPPEmyDIitZ/Aw4If0X4Hjg2bRaCZLrI2qJ4tudCc+s/7k82wZBVrL4LHBjOlPsNEkp62drjRFxVodj62uurS+W+9+svbKSxZ8Bi4B3k1RDfRFf+9AS19YXy/1v1n5Zc0NVI+LaiFgbES+JiCsjYrqbwfUj19YXy/1v1hntuijPUp7auljuf7POcLJoM9fWF8v9b9YZWRflLWhl6Waw/cC19cVy/5t1RtMpygEkVWlhzqeImNfuoA7GwU5R3imuximW+9+sNXOdohySqT5Ggb9tW1QlMqi19f3yS3hQ+9+sKFnJ4rdJ7lfx9ojw6KC5JNWsxLJKZx8nme5jcffCsV7lklSzcsushoqIf46IXd0KxnqXS1LNys2ls9YSl6SalZuThbXEJalm5ZZ5pzyzep5u26y8nCzq9EtZaCs69VlckmpWTk4WqUEqCx2kz2JmvcFjFgxWWeggfRYz6x1OFgxWWeggfRYz6x1OFgxWWeggfRYz6x1OFgxWWeggfRYz6x0zzjrbb9ox66yrocysbNox62zbSXoQmAT2pZuej4jXN+yzEfg68P26zV+JiI90Or5BKgsdpM9iZsXrdunsUuCVEVHN2GclsC0i3tKlmMzMLEe3xywOA26XdJ+kL0va0GSflcCZkr6TLu+XtLTLcZqZWZ1uJ4sjIuJUYCNwC3CrpLUN+9wMrIuIk4GzgWOAG5u9mKRLJY1KGh0bG+tk3GZmpdbVZFG7iVJEVCPiJmA7cFbjPpGOukfEU8CVwLmSDqj9jIitETESESOrVq3q/AcwMyupoktn5wHPtrDPJOBLkM3MCtK1ZCHp1WmlU239HOBEklNRd0g6Pt1+gaRD08fzgQ8Cn88ZFDczsw7qZjXUOPBRSUeSHCU8BZxJctvWo4Fl6X6LgNskVYEAbgeu6WKcZmbWoGvJIiK+RzJg3cyauv1uAG7oSlBmZtaSoscszMysDzhZmJlZLicLMzPL5WRhZma5nCzMzCyXk4WZmeVysjAzs1xOFmZmlsvJwszMcjlZmJlZLicLMzPL5WRhZma5nCzMzCyXk4WZmeVysjAzs1xOFmZmlsvJwszMcjlZmJlZLicLMzPL5WRhZma5nCwMgF3jUzzw+NPsGp8qOhQz60Hziw7AinfL/U+wedsOhioVpqtVtmxaz3kbVhcdlpn1EB9ZlNyu8Sk2b9vB5HSV56b2Mjld5aptO3yEYWb7cbIouZ27Jxiq7P81GKpU2Ll7oqCIzKwXOVmU3Jrli5iuVvfbNl2tsmb5ooIiMrNe5GRRciuWDLNl03oWDlVYOjyfhUMVtmxaz4olw0WHZmY9xAPcxnkbVnPKcSvZuXuCNcsXOVGY2QG6miwkPQhMAvvSTc9HxOsb9hHwHuB30/3uBS6LiD3djLVsViwZdpIwsxl1+8hiKfDKiKhm7HMRcA6wISImJN0AfAi4vBsBmpnZgbo9ZnEYcLuk+yR9WdKGJvucD3wqImrlOB8DLuxahGZmdoBuH1kckR4tVEgSwK2SXhURP67b51jg0br1R4HDJC2LiGe6GayZmSW6emRRO1qIiGpE3ARsB85q2E28OKYBsDf994BYJV0qaVTS6NjYWCdCNjMzii+dnQc827BtJ7C2bn0tMA483fjkiNgaESMRMbJq1arORWlmVnJdSxaSXi1pY936OcCJJKei7pB0fNr0eeDNkhak61cAN0dEdCtWMzPbXzfHLMaBj0o6EpgCngLOBBYDRwPL0v1uBI4D7pa0F3gIV0KZmRWqa8kiIr4HnD1D85q6/fYB70qXvrRrfMoXuJnZQPEV3G3m6b7NbBAVPcA9UDzdt5kNKieLNvJ032Y2qJws2sjTfZvZoHKyaCNP921mg8oD3G3m6b7NbBA5WXRAr0737ZJeMztYThYl4ZJeM5sLj1mUgEt6zWyunCxKwCW9ZjZXThYl4JJeM5srJ4sScEmvmc2VB7hLwiW9ZjYXThYl0qslvWbW+3wayszMcjlZmJlZLicLMzPL5WRhZma5nCzMzCyXk4WZmeVSRBQdQ1tIGgN+1OaXXQk82ebX7DfuA/dBjfthMPvg6IhYlbfTwCSLTpA0GhEjRcdRJPeB+6DG/VDuPvBpKDMzy+VkYWZmuZwssm0tOoAe4D5wH9S4H0rcBx6zMDOzXD6yMDOzXE4WZmaWa6CThaQhSX8kaVrSBXXbXyfpXkk7JI1Kek0n24ok6TJJD6Qx7ZD0h+n2X5F0R7rtQUm/WfectrcVTdJ70364O/1/emu6vWz9cJKkpyRdm66X5mcBIP3/uEfSXenyjXR7qfrhoETEwC7AHwJXAv8EXJBuOxTYBfxqun4a8DNgcSfaCv7884APA0vS9dXARPrvD4Dz0+0nAk8Ba0j+gGhrW9HfgzSedwBD6eNVwDjw0jL1Q/o9/RbwceDaMv0s1PXBY0ClSb+Uqh8Oqu+KDqBLX5Bv8WKyOB+4s6H9fuDcTrQV/dkbYloIPAO8DniCtMAhbfsqcAVwcrvbiv7cTfrh1cC/lqkfSJLYLcCvkSSKa8v4swA8S/LH433Al4ENZeyHg1nKeKe8Y4FHG7Y9mm5f3IG2XvIXwJeAo4AfRvoNTtXifbIDbT1B0vHAPwArgN+lXP3wPuDrEXGnpDPTbWX8WTgiIiYkVYALgVuB6yhfP8zaQI9ZzEDAvoZte0n6ohNtPUHS+0hOP11OSfsgIh6JiOOBXwduJPnBHfh+kLQJWBsR1zc2UYLPXy8iJtJ/qxFxE7A9bSpVPxyMvg18DnYCaxu2rU23d6KtcJI+DJwEbIqIFyhhH9SLiPuA/0syplOGfjgbOLE2qAu8OV3eTzk+f5Z5JOMYZe+HfEWfB+vGwv5jFstIThW8Il3/d8BukgGptrcV/LkrwF+RnHqaX7d9Hskh8dnp+rEkg7DHd6KtB/7/X0Fy2ql2Eepqkh/aU8rUD3X9cW26lOZnIY3l1cDGuvVzSMaXji5TPxx0/xUdQJe+JN8iTRbp+unAPcDdwJ2kFQudaivwc/8mEGlcd9UtZwDrSQb67kmXc+ue1/a2gvvhl0gqgLann/9e4JJOfdZe7Ye6+K4Fri3Tz0Ia14nAP5IMbt9FMn51Utn64WAXT/dhZma5yjhmYWZms+RkYWZmuZwszMwsl5OFmZnlcrIwM7NcThZWGpLeKun+Jtsfk/QfZ/laF6cXuB1MHP+rNuurWb9wsrAyORx4rpUdJR0q6ZOSHpe0W9I/SHp5i8+NJstoznPOlLS3yTItaVLSGU2e8zczvFdteVMr8Zq1wsnCymQT8PwMbYvTBDGUrn+BZIqU3yCZmfRh4DZJh7X4XicDi9Ll0hb2vxVYUrccAbyd5ELCN0TErTM877PA0hmW/9FirGa5yjjrrJWQpDeSTPtxnKQLIqLxF+nn0n8vlPQ1kiTxqojYkT7/HSRThpwF/G0Lb/lCREymz51u0r5Q0qHAZLrfUuA4kikpTiOZguK7JPfeOF/SYuCeiBhreJ29ETHeQjxmc+IjCxt4kk4nSQafAV4PXC/pv6bTVNe8MSKUJpHa9r21xkimOthH+35mNpPMFfTfJC0F/h74Y5J5hT5Icu+JB0imDrkT+APgryXNa9P7m82KjyxsoEnaDFwDbAHeExFVSacCfw78W+DixudExFPp7Tb/TNKlJDeMejtwCMnpolYskLQwfTzUpP3dEXFt3fq/b4j7ncDTEbEH+Hy6mBXGycIG3c3ANtLbaaZHE98nmXF0WNJ8kjvc3dfwvN8juVnUgyR3GLyXZOzgZy2+73ca1rc320nSacA3Z3oRSZc1bHomIg6tW7+syT41/z0i3pcXqFkrnCxsoEXEI+mpmyfSTQuB/wd8DfgvwM+BdcCbgP9Z97yfkdxJDUnzIqLxRjZZ76lZhPhtkkHwll++7vFlJDezguQo6dvASmAq3TaFWZt4zMIGXkTsi4gjI+JIXvzlCnBjRLyMJHlkPl+JQyUdn46BtCu2ajrA3WwQvHHfyYiYqlufiojxdIB7It28p7YtInJf06xVPrKwgZceWexJVyskp5Sy9n+6brVCMuawEJgExoAfAn+T8xobgf8dESubNL+NA0t4ryAZR8l82fS1Kxz4h15t4Hteemqt3r7wvQhsjnxkYWUgYBjYEBELIuI1Ofv/SrqcBLwM+GVgUUQsioi1EXFaC+85BKxo1hARP4iInzRs+4u0GuuAhaSctt5fkxyJ1C+1q8nHm7Sd1UK8Zpl8ZGFlskDSSuDlJJVNTUVE2+6TLGnJDE37ImJihrZMEXExTaq4zDrJRxZWJg8APwY+TTKofLmkSZJrGTrluRmWGSugzHqRb6tq1uMkLQCOiojHio7FysvJwszMcvk0lJmZ5XKyMDOzXE4WZmaWy8nCzMxyOVmYmVkuJwszM8vlZGFmZrn+P/AroYChN4KIAAAAAElFTkSuQmCC\n", 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\n", 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\n", 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\n", "text/plain": [ "
" ] @@ -2076,30 +2076,30 @@ " \n", " \n", " \n", - " Hungary\n", - " 12239.894\n", - " 4.9\n", - " \n", - " \n", " Korea\n", " 27195.197\n", " 5.8\n", " \n", " \n", - " France\n", - " 37675.006\n", - " 6.5\n", - " \n", - " \n", " Australia\n", " 50961.865\n", " 7.3\n", " \n", " \n", + " Hungary\n", + " 12239.894\n", + " 4.9\n", + " \n", + " \n", " United States\n", " 55805.204\n", " 7.2\n", " \n", + " \n", + " France\n", + " 37675.006\n", + " 6.5\n", + " \n", " \n", "\n", "" @@ -2107,11 +2107,11 @@ "text/plain": [ " GDP per capita Life satisfaction\n", "Country \n", - "Hungary 12239.894 4.9\n", "Korea 27195.197 5.8\n", - "France 37675.006 6.5\n", "Australia 50961.865 7.3\n", - "United States 55805.204 7.2" + "Hungary 12239.894 4.9\n", + "United States 55805.204 7.2\n", + "France 37675.006 6.5" ] }, "execution_count": 15, @@ -2130,7 +2130,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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" ] @@ -2496,7 +2496,8 @@ } ], "source": [ - "sample_data.plot(kind='scatter', x=\"GDP per capita\", y='Life satisfaction', figsize=(8,3))\n", + "ax = sample_data.plot(kind='scatter', x=\"GDP per capita\", y='Life satisfaction', figsize=(8,3))\n", + "ax.set(xlabel='1인당 GDP', ylabel='삶의 만족도')\n", "plt.axis([0, 110000, 0, 10])\n", "\n", "for country, pos_text in position_text2.items():\n", diff --git a/images/fundamentals/best_fit_model_plot.png b/images/fundamentals/best_fit_model_plot.png index f0f4d6b65e77bd2864483a3d3d767c01ea5d5ff9..559e38da10e836bb4a280e74a586a03d0faec16c 100644 GIT binary patch delta 22 ecmezLi}}+p<_UR>MicWTSlZ@a;ojK&{0{(t^9xS^ delta 22 ecmezLi}}+p<_UR>1{3ooSj2vQ3ftKI{0{(u`U{`{ diff --git a/images/fundamentals/cyprus_prediction_plot.png b/images/fundamentals/cyprus_prediction_plot.png index 8b5f34e6db475cca1ea494db9a294426ecdd5658..a987fa9d61323a9847c7b82e2607fd6924b1dd0c 100644 GIT binary patch delta 22 ecmeDD&)oT+c|sne(ZqZSmbUpBiF8GtlWLr6=v 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