diff --git a/02_end_to_end_machine_learning_project.ipynb b/02_end_to_end_machine_learning_project.ipynb index 7acc3d8..95fcd36 100644 --- a/02_end_to_end_machine_learning_project.ipynb +++ b/02_end_to_end_machine_learning_project.ipynb @@ -81,7 +81,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 2, "metadata": {}, "outputs": [], "source": [ @@ -105,7 +105,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 3, "metadata": {}, "outputs": [], "source": [ @@ -114,7 +114,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 4, "metadata": {}, "outputs": [], "source": [ @@ -127,7 +127,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 5, "metadata": {}, "outputs": [], "source": [ @@ -137,7 +137,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 6, "metadata": {}, "outputs": [], "source": [ @@ -146,7 +146,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 7, "metadata": {}, "outputs": [], "source": [ @@ -155,7 +155,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 8, "metadata": {}, "outputs": [], "source": [ @@ -164,7 +164,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 9, "metadata": {}, "outputs": [], "source": [ @@ -177,7 +177,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 10, "metadata": {}, "outputs": [], "source": [ @@ -187,7 +187,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 11, "metadata": {}, "outputs": [], "source": [ @@ -204,7 +204,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 12, "metadata": {}, "outputs": [], "source": [ @@ -214,7 +214,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 13, "metadata": {}, "outputs": [], "source": [ @@ -223,7 +223,7 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 14, "metadata": {}, "outputs": [], "source": [ @@ -247,7 +247,7 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 15, "metadata": {}, "outputs": [], "source": [ @@ -266,7 +266,7 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 16, "metadata": {}, "outputs": [], "source": [ @@ -276,7 +276,7 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 17, "metadata": {}, "outputs": [], "source": [ @@ -286,7 +286,7 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 18, "metadata": {}, "outputs": [], "source": [ @@ -296,7 +296,7 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 19, "metadata": {}, "outputs": [], "source": [ @@ -305,7 +305,7 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 20, "metadata": {}, "outputs": [], "source": [ @@ -316,7 +316,7 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": 21, "metadata": {}, "outputs": [], "source": [ @@ -325,7 +325,7 @@ }, { "cell_type": "code", - "execution_count": 23, + "execution_count": 22, "metadata": {}, "outputs": [], "source": [ @@ -334,7 +334,7 @@ }, { "cell_type": "code", - "execution_count": 24, + "execution_count": 23, "metadata": {}, "outputs": [], "source": [ @@ -345,7 +345,7 @@ }, { "cell_type": "code", - "execution_count": 25, + "execution_count": 24, "metadata": {}, "outputs": [], "source": [ @@ -354,7 +354,7 @@ }, { "cell_type": "code", - "execution_count": 26, + "execution_count": 25, "metadata": {}, "outputs": [], "source": [ @@ -363,7 +363,7 @@ }, { "cell_type": "code", - "execution_count": 27, + "execution_count": 26, "metadata": {}, "outputs": [], "source": [ @@ -377,7 +377,7 @@ }, { "cell_type": "code", - "execution_count": 28, + "execution_count": 27, "metadata": {}, "outputs": [], "source": [ @@ -386,7 +386,7 @@ }, { "cell_type": "code", - "execution_count": 29, + "execution_count": 28, "metadata": {}, "outputs": [], "source": [ @@ -395,7 +395,7 @@ }, { "cell_type": "code", - "execution_count": 30, + "execution_count": 29, "metadata": {}, "outputs": [], "source": [ @@ -415,7 +415,7 @@ }, { "cell_type": "code", - "execution_count": 31, + "execution_count": 30, "metadata": {}, "outputs": [], "source": [ @@ -424,7 +424,7 @@ }, { "cell_type": "code", - "execution_count": 32, + "execution_count": 31, "metadata": {}, "outputs": [], "source": [ @@ -441,7 +441,7 @@ }, { "cell_type": "code", - 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"execution_count": 41, + "execution_count": 40, "metadata": {}, "outputs": [], "source": [ @@ -565,7 +565,7 @@ }, { "cell_type": "code", - "execution_count": 42, + "execution_count": 41, "metadata": {}, "outputs": [], "source": [ @@ -576,7 +576,7 @@ }, { "cell_type": "code", - "execution_count": 43, + "execution_count": 42, "metadata": {}, "outputs": [], "source": [ @@ -586,7 +586,7 @@ }, { "cell_type": "code", - "execution_count": 44, + "execution_count": 43, "metadata": {}, "outputs": [], "source": [ @@ -598,7 +598,7 @@ }, { "cell_type": "code", - "execution_count": 45, + "execution_count": 44, "metadata": {}, "outputs": [], "source": [ @@ -614,7 +614,7 @@ }, { "cell_type": "code", - "execution_count": 46, + "execution_count": 45, "metadata": {}, "outputs": [], "source": [ @@ -624,7 +624,7 @@ }, { "cell_type": "code", - "execution_count": 47, + "execution_count": 46, "metadata": {}, "outputs": [], "source": [ @@ -634,7 +634,7 @@ }, { "cell_type": "code", - "execution_count": 48, + "execution_count": 47, "metadata": {}, "outputs": [], "source": [ @@ -643,7 +643,7 @@ }, { "cell_type": "code", - "execution_count": 49, + "execution_count": 48, "metadata": {}, "outputs": [], "source": [ @@ -652,7 +652,7 @@ }, { "cell_type": "code", - "execution_count": 50, + "execution_count": 49, "metadata": {}, "outputs": [], "source": [ @@ -662,7 +662,7 @@ }, { "cell_type": "code", - "execution_count": 51, + "execution_count": 50, "metadata": {}, "outputs": [], "source": [ @@ -671,7 +671,7 @@ }, { "cell_type": "code", - "execution_count": 52, + "execution_count": 51, "metadata": {}, "outputs": [], "source": [ @@ -688,7 +688,7 @@ }, { "cell_type": "code", - "execution_count": 53, + "execution_count": 52, "metadata": {}, "outputs": [], "source": [ @@ -698,7 +698,7 @@ }, { "cell_type": "code", - "execution_count": 54, + "execution_count": 53, "metadata": {}, "outputs": [], "source": [ @@ -707,7 +707,7 @@ }, { "cell_type": "code", - "execution_count": 55, + "execution_count": 54, "metadata": {}, "outputs": [], "source": [ @@ -723,7 +723,7 @@ }, { "cell_type": "code", - "execution_count": 56, + "execution_count": 55, "metadata": {}, "outputs": [], "source": [ @@ -739,7 +739,7 @@ }, { "cell_type": "code", - 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"execution_count": 65, + "execution_count": 64, "metadata": {}, "outputs": [], "source": [ @@ -833,7 +833,7 @@ }, { "cell_type": "code", - "execution_count": 66, + "execution_count": 65, "metadata": {}, "outputs": [], "source": [ @@ -853,7 +853,7 @@ }, { "cell_type": "code", - "execution_count": 67, + "execution_count": 66, "metadata": {}, "outputs": [], "source": [ @@ -869,7 +869,7 @@ }, { "cell_type": "code", - "execution_count": 68, + "execution_count": 67, "metadata": {}, "outputs": [], "source": [ @@ -880,7 +880,7 @@ }, { "cell_type": "code", - "execution_count": 69, + "execution_count": 68, "metadata": {}, "outputs": [], "source": [ @@ -896,7 +896,7 @@ }, { "cell_type": "code", - "execution_count": 70, + "execution_count": 69, "metadata": {}, "outputs": [], "source": [ @@ -926,7 +926,7 @@ }, { "cell_type": "code", - "execution_count": 71, + "execution_count": 70, "metadata": {}, "outputs": [], "source": [ @@ -945,7 +945,7 @@ }, { "cell_type": "code", - "execution_count": 72, + "execution_count": 71, "metadata": {}, "outputs": [], "source": [ @@ -963,7 +963,7 @@ }, { "cell_type": "code", - 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"execution_count": 81, + "execution_count": 80, "metadata": {}, "outputs": [], "source": [ @@ -1110,7 +1110,7 @@ }, { "cell_type": "code", - "execution_count": 82, + "execution_count": 81, "metadata": {}, "outputs": [], "source": [ @@ -1122,7 +1122,7 @@ }, { "cell_type": "code", - "execution_count": 83, + "execution_count": 82, "metadata": {}, "outputs": [], "source": [ @@ -1143,7 +1143,7 @@ }, { "cell_type": "code", - "execution_count": 84, + "execution_count": 83, "metadata": {}, "outputs": [], "source": [ @@ -1152,7 +1152,7 @@ }, { "cell_type": "code", - "execution_count": 85, + "execution_count": 84, "metadata": {}, "outputs": [], "source": [ @@ -1161,7 +1161,7 @@ }, { "cell_type": "code", - "execution_count": 86, + "execution_count": 85, "metadata": {}, "outputs": [], "source": [ @@ -1175,7 +1175,7 @@ }, { "cell_type": "code", - "execution_count": 87, + "execution_count": 86, "metadata": {}, "outputs": [], "source": [ @@ -1187,7 +1187,7 @@ }, { "cell_type": "code", - "execution_count": 88, + "execution_count": 87, "metadata": {}, "outputs": [], "source": [ @@ -1199,7 +1199,7 @@ }, { "cell_type": "code", - "execution_count": 89, + "execution_count": 88, "metadata": {}, "outputs": [], "source": [ @@ -1218,7 +1218,7 @@ }, { "cell_type": "code", - "execution_count": 90, + "execution_count": 89, "metadata": {}, "outputs": [], "source": [ @@ -1231,7 +1231,7 @@ }, { "cell_type": "code", - "execution_count": 91, + "execution_count": 90, "metadata": {}, "outputs": [], "source": [ @@ -1245,7 +1245,7 @@ }, { "cell_type": "code", - "execution_count": 92, + "execution_count": 91, "metadata": {}, "outputs": [], "source": [ @@ -1264,7 +1264,7 @@ }, { "cell_type": "code", - "execution_count": 93, + "execution_count": 92, "metadata": {}, "outputs": [], "source": [ @@ -1276,7 +1276,7 @@ }, { "cell_type": "code", - "execution_count": 94, + "execution_count": 93, "metadata": {}, "outputs": [], "source": [ @@ -1288,7 +1288,7 @@ }, { "cell_type": "code", - "execution_count": 95, + "execution_count": 94, "metadata": {}, "outputs": [], "source": [ @@ -1302,7 +1302,7 @@ }, { "cell_type": "code", - "execution_count": 96, + "execution_count": 95, "metadata": {}, "outputs": [], "source": [ @@ -1312,7 +1312,7 @@ }, { "cell_type": "code", - "execution_count": 97, + "execution_count": 96, "metadata": {}, "outputs": [], "source": [ @@ -1328,7 +1328,7 @@ }, { "cell_type": "code", - "execution_count": 98, + "execution_count": 97, "metadata": {}, "outputs": [], "source": [ @@ -1358,7 +1358,7 @@ }, { "cell_type": "code", - "execution_count": 99, + "execution_count": 98, "metadata": {}, "outputs": [], "source": [ @@ -1367,7 +1367,7 @@ }, { "cell_type": "code", - "execution_count": 100, + "execution_count": 99, "metadata": {}, "outputs": [], "source": [ @@ -1383,7 +1383,7 @@ }, { "cell_type": "code", - "execution_count": 101, + "execution_count": 100, "metadata": {}, "outputs": [], "source": [ @@ -1394,7 +1394,7 @@ }, { "cell_type": "code", - "execution_count": 102, + "execution_count": 101, "metadata": {}, "outputs": [], "source": [ @@ -1403,7 +1403,7 @@ }, { "cell_type": "code", - "execution_count": 103, + "execution_count": 102, "metadata": {}, "outputs": [], "source": [ @@ -1423,7 +1423,7 @@ }, { "cell_type": "code", - "execution_count": 104, + "execution_count": 103, "metadata": {}, "outputs": [], "source": [ @@ -1434,7 +1434,7 @@ }, { "cell_type": "code", - "execution_count": 105, + "execution_count": 104, "metadata": {}, "outputs": [], "source": [ @@ -1444,7 +1444,7 @@ }, { "cell_type": "code", - "execution_count": 106, + "execution_count": 105, "metadata": {}, "outputs": [], "source": [ @@ -1458,7 +1458,7 @@ }, { "cell_type": "code", - "execution_count": 107, + "execution_count": 106, "metadata": {}, "outputs": [], "source": [ @@ -1476,7 +1476,7 @@ }, { "cell_type": "code", - "execution_count": 108, + "execution_count": 107, "metadata": {}, "outputs": [], "source": [ @@ -1492,7 +1492,7 @@ }, { "cell_type": "code", - "execution_count": 109, + "execution_count": 108, "metadata": {}, "outputs": [], "source": [ @@ -1514,7 +1514,7 @@ }, { "cell_type": "code", - "execution_count": 110, + "execution_count": 109, "metadata": {}, "outputs": [], "source": [ @@ -1534,7 +1534,7 @@ }, { "cell_type": "code", - "execution_count": 111, + "execution_count": 110, "metadata": {}, "outputs": [], "source": [ @@ -1559,7 +1559,7 @@ }, { "cell_type": "code", - "execution_count": 112, + "execution_count": 111, "metadata": {}, "outputs": [], "source": [ @@ -1581,7 +1581,7 @@ }, { "cell_type": "code", - "execution_count": 113, + "execution_count": 112, "metadata": {}, "outputs": [], "source": [ @@ -1590,7 +1590,7 @@ }, { "cell_type": "code", - "execution_count": 114, + "execution_count": 113, "metadata": {}, "outputs": [], "source": [ @@ -1609,7 +1609,7 @@ }, { "cell_type": "code", - "execution_count": 115, + "execution_count": 114, "metadata": {}, "outputs": [], "source": [ @@ -1647,7 +1647,7 @@ }, { "cell_type": "code", - "execution_count": 116, + "execution_count": 115, "metadata": {}, "outputs": [], "source": [ @@ -1673,7 +1673,7 @@ }, { "cell_type": "code", - "execution_count": 117, + "execution_count": 116, "metadata": {}, "outputs": [], "source": [ @@ -1691,7 +1691,7 @@ }, { "cell_type": "code", - "execution_count": 118, + "execution_count": 117, "metadata": {}, "outputs": [], "source": [ @@ -1721,7 +1721,7 @@ }, { "cell_type": "code", - "execution_count": 119, + "execution_count": 118, "metadata": {}, "outputs": [], "source": [ @@ -1754,7 +1754,7 @@ }, { "cell_type": "code", - "execution_count": 120, + "execution_count": 119, "metadata": {}, "outputs": [], "source": [ @@ -1772,7 +1772,7 @@ }, { "cell_type": "code", - "execution_count": 121, + "execution_count": 120, "metadata": {}, "outputs": [], "source": [ @@ -1795,7 +1795,7 @@ }, { "cell_type": "code", - "execution_count": 122, + "execution_count": 121, "metadata": {}, "outputs": [], "source": [ @@ -1820,7 +1820,7 @@ }, { "cell_type": "code", - "execution_count": 123, + "execution_count": 122, "metadata": {}, "outputs": [], "source": [ @@ -1859,7 +1859,7 @@ }, { "cell_type": "code", - "execution_count": 124, + "execution_count": 123, "metadata": {}, "outputs": [], "source": [ @@ -1895,7 +1895,7 @@ }, { "cell_type": "code", - "execution_count": 125, + "execution_count": 124, "metadata": {}, "outputs": [], "source": [ @@ -1911,7 +1911,7 @@ }, { "cell_type": "code", - "execution_count": 126, + "execution_count": 125, "metadata": {}, "outputs": [], "source": [ @@ -1921,7 +1921,7 @@ }, { "cell_type": "code", - "execution_count": 127, + "execution_count": 126, "metadata": {}, "outputs": [], "source": [ @@ -1937,7 +1937,7 @@ }, { "cell_type": "code", - "execution_count": 128, + "execution_count": 127, "metadata": {}, "outputs": [], "source": [ @@ -1953,7 +1953,7 @@ }, { "cell_type": "code", - "execution_count": 129, + "execution_count": 128, "metadata": {}, "outputs": [], "source": [ @@ -1965,7 +1965,7 @@ }, { "cell_type": "code", - "execution_count": 130, + "execution_count": 129, "metadata": {}, "outputs": [], "source": [ @@ -1981,7 +1981,7 @@ }, { "cell_type": "code", - "execution_count": 131, + "execution_count": 130, "metadata": {}, "outputs": [], "source": [ @@ -1997,7 +1997,7 @@ }, { "cell_type": "code", - "execution_count": 132, + "execution_count": 131, "metadata": {}, "outputs": [], "source": [ @@ -2027,7 +2027,7 @@ }, { "cell_type": "code", - "execution_count": 133, + "execution_count": 132, "metadata": {}, "outputs": [], "source": [ @@ -2040,7 +2040,7 @@ }, { "cell_type": "code", - "execution_count": 134, + "execution_count": 133, "metadata": {}, "outputs": [], "source": [ @@ -2056,7 +2056,7 @@ }, { "cell_type": "code", - "execution_count": 135, + "execution_count": 134, "metadata": {}, "outputs": [], "source": [ @@ -2090,7 +2090,7 @@ }, { "cell_type": "code", - "execution_count": 136, + "execution_count": 135, "metadata": {}, "outputs": [], "source": [ @@ -2106,7 +2106,7 @@ }, { "cell_type": "code", - "execution_count": 137, + "execution_count": 136, "metadata": {}, "outputs": [], "source": [ diff --git a/03_classification.ipynb b/03_classification.ipynb index 05050fa..a2da9c0 100644 --- a/03_classification.ipynb +++ b/03_classification.ipynb @@ -350,7 +350,7 @@ }, { "cell_type": "code", - "execution_count": 24, + "execution_count": 23, "metadata": {}, "outputs": [], "source": [ @@ -360,7 +360,7 @@ }, { "cell_type": "code", - "execution_count": 25, + "execution_count": 24, "metadata": {}, "outputs": [], "source": [ @@ -371,7 +371,7 @@ }, { "cell_type": "code", - "execution_count": 26, + "execution_count": 25, "metadata": {}, "outputs": [], "source": [ @@ -380,7 +380,7 @@ }, { "cell_type": "code", - "execution_count": 27, + "execution_count": 26, "metadata": {}, "outputs": [], "source": [ @@ -389,7 +389,7 @@ }, { "cell_type": "code", - "execution_count": 28, + "execution_count": 27, "metadata": {}, "outputs": [], "source": [ @@ -398,7 +398,7 @@ }, { "cell_type": "code", - "execution_count": 29, + "execution_count": 28, "metadata": {}, "outputs": [], "source": [ @@ -409,7 +409,7 @@ }, { "cell_type": "code", - "execution_count": 30, + "execution_count": 29, "metadata": {}, "outputs": [], "source": [ @@ -418,7 +418,7 @@ }, { "cell_type": "code", - "execution_count": 31, + "execution_count": 30, "metadata": {}, "outputs": [], "source": [ @@ -428,7 +428,7 @@ }, { "cell_type": "code", - "execution_count": 32, + "execution_count": 31, "metadata": {}, "outputs": [], "source": [ @@ -438,7 +438,7 @@ }, { "cell_type": "code", - 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"execution_count": 100, + "execution_count": 99, "metadata": {}, "outputs": [], "source": [ @@ -1361,7 +1361,7 @@ }, { "cell_type": "code", - "execution_count": 101, + "execution_count": 100, "metadata": {}, "outputs": [], "source": [ @@ -1372,7 +1372,7 @@ }, { "cell_type": "code", - "execution_count": 102, + "execution_count": 101, "metadata": {}, "outputs": [], "source": [ @@ -1385,7 +1385,7 @@ }, { "cell_type": "code", - "execution_count": 104, + "execution_count": 102, "metadata": {}, "outputs": [], "source": [ @@ -1409,7 +1409,7 @@ }, { "cell_type": "code", - "execution_count": 105, + "execution_count": 103, "metadata": {}, "outputs": [], "source": [ @@ -1441,7 +1441,7 @@ }, { "cell_type": "code", - "execution_count": 106, + "execution_count": 104, "metadata": {}, "outputs": [], "source": [ @@ -1471,7 +1471,7 @@ }, { "cell_type": "code", - "execution_count": 107, + "execution_count": 105, "metadata": {}, "outputs": [], "source": [ @@ -1496,7 +1496,7 @@ }, { "cell_type": "code", - 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"execution_count": 115, + "execution_count": 113, "metadata": {}, "outputs": [], "source": [ @@ -1631,7 +1631,7 @@ }, { "cell_type": "code", - "execution_count": 116, + "execution_count": 114, "metadata": {}, "outputs": [], "source": [ @@ -1647,7 +1647,7 @@ }, { "cell_type": "code", - "execution_count": 117, + "execution_count": 115, "metadata": {}, "outputs": [], "source": [ @@ -1660,7 +1660,7 @@ }, { "cell_type": "code", - "execution_count": 118, + "execution_count": 116, "metadata": {}, "outputs": [], "source": [ @@ -1676,7 +1676,7 @@ }, { "cell_type": "code", - "execution_count": 119, + "execution_count": 117, "metadata": {}, "outputs": [], "source": [ @@ -1696,7 +1696,7 @@ }, { "cell_type": "code", - "execution_count": 120, + "execution_count": 118, "metadata": {}, "outputs": [], "source": [ @@ -1713,7 +1713,7 @@ }, { "cell_type": "code", - "execution_count": 121, + "execution_count": 119, "metadata": {}, "outputs": [], "source": [ @@ -1729,7 +1729,7 @@ }, { "cell_type": "code", - "execution_count": 122, + "execution_count": 120, "metadata": {}, "outputs": [], "source": [ @@ -1748,7 +1748,7 @@ }, { "cell_type": "code", - "execution_count": 123, + "execution_count": 121, "metadata": {}, "outputs": [], "source": [ @@ -1765,7 +1765,7 @@ }, { "cell_type": "code", - "execution_count": 124, + "execution_count": 122, "metadata": {}, "outputs": [], "source": [ @@ -1791,7 +1791,7 @@ }, { "cell_type": "code", - "execution_count": 125, + "execution_count": 123, "metadata": {}, "outputs": [], "source": [ @@ -1818,7 +1818,7 @@ }, { "cell_type": "code", - "execution_count": 126, + "execution_count": 124, "metadata": {}, "outputs": [], "source": [ @@ -1844,7 +1844,7 @@ }, { "cell_type": "code", - "execution_count": 127, + "execution_count": 125, "metadata": {}, "outputs": [], "source": [ @@ -1854,7 +1854,7 @@ }, { "cell_type": "code", - "execution_count": 128, + "execution_count": 126, "metadata": {}, "outputs": [], "source": [ @@ -1878,7 +1878,7 @@ }, { "cell_type": "code", - "execution_count": 129, + "execution_count": 127, "metadata": {}, "outputs": [], "source": [ @@ -1905,7 +1905,7 @@ }, { "cell_type": "code", - "execution_count": 130, + "execution_count": 128, "metadata": {}, "outputs": [], "source": [ @@ -1921,7 +1921,7 @@ }, { "cell_type": "code", - "execution_count": 131, + "execution_count": 129, "metadata": {}, "outputs": [], "source": [ @@ -1933,7 +1933,7 @@ }, { "cell_type": "code", - "execution_count": 132, + "execution_count": 130, "metadata": {}, "outputs": [], "source": [ @@ -1942,7 +1942,7 @@ }, { "cell_type": "code", - "execution_count": 133, + "execution_count": 131, "metadata": {}, "outputs": [], "source": [ @@ -1958,7 +1958,7 @@ }, { "cell_type": "code", - "execution_count": 134, + "execution_count": 132, "metadata": {}, "outputs": [], "source": [ @@ -1973,7 +1973,7 @@ }, { "cell_type": "code", - "execution_count": 135, + "execution_count": 133, "metadata": {}, "outputs": [], "source": [ @@ -1990,7 +1990,7 @@ }, { "cell_type": "code", - "execution_count": 136, + "execution_count": 134, "metadata": {}, "outputs": [], "source": [ @@ -1999,7 +1999,7 @@ }, { "cell_type": "code", - "execution_count": 137, + "execution_count": 135, "metadata": {}, "outputs": [], "source": [ @@ -2015,7 +2015,7 @@ }, { "cell_type": "code", - "execution_count": 138, + "execution_count": 136, "metadata": {}, "outputs": [], "source": [ @@ -2034,7 +2034,7 @@ }, { "cell_type": "code", - "execution_count": 139, + "execution_count": 137, "metadata": {}, "outputs": [], "source": [ @@ -2050,7 +2050,7 @@ }, { "cell_type": "code", - "execution_count": 140, + "execution_count": 138, "metadata": {}, "outputs": [], "source": [ @@ -2059,7 +2059,7 @@ }, { "cell_type": "code", - "execution_count": 141, + "execution_count": 139, "metadata": {}, "outputs": [], "source": [ @@ -2082,7 +2082,7 @@ }, { "cell_type": "code", - "execution_count": 142, + "execution_count": 140, "metadata": {}, "outputs": [], "source": [ @@ -2099,7 +2099,7 @@ }, { "cell_type": "code", - "execution_count": 143, + "execution_count": 141, "metadata": {}, "outputs": [], "source": [ @@ -2115,7 +2115,7 @@ }, { "cell_type": "code", - "execution_count": 144, + "execution_count": 142, "metadata": {}, "outputs": [], "source": [ @@ -2137,7 +2137,7 @@ }, { "cell_type": "code", - "execution_count": 145, + "execution_count": 143, "metadata": {}, "outputs": [], "source": [ @@ -2161,7 +2161,7 @@ }, { "cell_type": "code", - "execution_count": 146, + "execution_count": 144, "metadata": {}, "outputs": [], "source": [ @@ -2180,7 +2180,7 @@ }, { "cell_type": "code", - "execution_count": 147, + "execution_count": 145, "metadata": {}, "outputs": [], "source": [ @@ -2196,7 +2196,7 @@ }, { "cell_type": "code", - "execution_count": 148, + "execution_count": 146, "metadata": {}, "outputs": [], "source": [ @@ -2220,7 +2220,7 @@ }, { "cell_type": "code", - "execution_count": 149, + "execution_count": 147, "metadata": {}, "outputs": [], "source": [ @@ -2238,7 +2238,7 @@ }, { "cell_type": "code", - "execution_count": 150, + "execution_count": 148, "metadata": {}, "outputs": [], "source": [ @@ -2264,7 +2264,7 @@ }, { "cell_type": "code", - "execution_count": 151, + "execution_count": 149, "metadata": {}, "outputs": [], "source": [ @@ -2287,7 +2287,7 @@ }, { "cell_type": "code", - "execution_count": 152, + "execution_count": 150, "metadata": {}, "outputs": [], "source": [ @@ -2339,7 +2339,7 @@ }, { "cell_type": "code", - "execution_count": 153, + "execution_count": 151, "metadata": {}, "outputs": [], "source": [ @@ -2364,7 +2364,7 @@ }, { "cell_type": "code", - "execution_count": 154, + "execution_count": 152, "metadata": {}, "outputs": [], "source": [ @@ -2396,7 +2396,7 @@ }, { "cell_type": "code", - "execution_count": 155, + "execution_count": 153, "metadata": {}, "outputs": [], "source": [ @@ -2407,7 +2407,7 @@ }, { "cell_type": "code", - "execution_count": 156, + "execution_count": 154, "metadata": {}, "outputs": [], "source": [ @@ -2423,7 +2423,7 @@ }, { "cell_type": "code", - "execution_count": 157, + "execution_count": 155, "metadata": {}, "outputs": [], "source": [ @@ -2439,7 +2439,7 @@ }, { "cell_type": "code", - "execution_count": 158, + "execution_count": 156, "metadata": {}, "outputs": [], "source": [ @@ -2462,7 +2462,7 @@ }, { "cell_type": "code", - "execution_count": 159, + "execution_count": 157, "metadata": {}, "outputs": [], "source": [ @@ -2485,7 +2485,7 @@ }, { "cell_type": "code", - "execution_count": 160, + "execution_count": 158, "metadata": {}, "outputs": [], "source": [ diff --git a/04_training_linear_models.ipynb b/04_training_linear_models.ipynb index 21b0bfe..cfbb9f7 100644 --- a/04_training_linear_models.ipynb +++ b/04_training_linear_models.ipynb @@ -84,7 +84,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 2, "metadata": {}, "outputs": [], "source": [ @@ -96,7 +96,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 3, "metadata": {}, "outputs": [], "source": [ @@ -110,7 +110,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 4, "metadata": {}, "outputs": [], "source": [ @@ -120,7 +120,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 5, "metadata": {}, "outputs": [], "source": [ @@ -129,7 +129,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 6, "metadata": {}, "outputs": [], "source": [ @@ -141,7 +141,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 7, "metadata": {}, "outputs": [], "source": [ @@ -160,7 +160,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 8, "metadata": {}, "outputs": [], "source": [ @@ -176,7 +176,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 9, "metadata": {}, "outputs": [], "source": [ @@ -189,7 +189,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 10, "metadata": {}, "outputs": [], "source": [ @@ -205,7 +205,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 11, "metadata": {}, "outputs": [], "source": [ @@ -222,7 +222,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 12, "metadata": {}, "outputs": [], "source": [ @@ -238,7 +238,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 13, "metadata": {}, "outputs": [], "source": [ @@ -255,7 +255,7 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 14, "metadata": {}, "outputs": [], "source": [ @@ -264,7 +264,7 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 15, "metadata": {}, "outputs": [], "source": [ @@ -273,7 +273,7 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 16, "metadata": {}, "outputs": [], "source": [ @@ -299,7 +299,7 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 17, "metadata": {}, "outputs": [], "source": [ @@ -325,7 +325,7 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 18, "metadata": {}, "outputs": [], "source": [ @@ -336,7 +336,7 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 19, "metadata": {}, "outputs": [], "source": [ @@ -372,7 +372,7 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 20, "metadata": { "scrolled": true }, @@ -383,7 +383,7 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": 21, "metadata": {}, "outputs": [], "source": [ @@ -395,7 +395,7 @@ }, { "cell_type": "code", - "execution_count": 23, + "execution_count": 22, "metadata": {}, "outputs": [], "source": [ @@ -411,7 +411,7 @@ }, { "cell_type": "code", - "execution_count": 24, + "execution_count": 23, "metadata": {}, "outputs": [], "source": [ @@ -444,7 +444,7 @@ }, { "cell_type": "code", - "execution_count": 25, + "execution_count": 24, "metadata": {}, "outputs": [], "source": [ @@ -453,7 +453,7 @@ }, { "cell_type": "code", - "execution_count": 26, + "execution_count": 25, "metadata": {}, "outputs": [], "source": [ @@ -464,7 +464,7 @@ }, { "cell_type": "code", - "execution_count": 27, + "execution_count": 26, "metadata": {}, "outputs": [], "source": [ @@ -489,7 +489,7 @@ }, { "cell_type": "code", - "execution_count": 28, + "execution_count": 27, "metadata": {}, "outputs": [], "source": [ @@ -501,7 +501,7 @@ }, { "cell_type": "code", - "execution_count": 29, + "execution_count": 28, "metadata": {}, "outputs": [], "source": [ @@ -512,7 +512,7 @@ }, { "cell_type": "code", - "execution_count": 30, + "execution_count": 29, "metadata": {}, "outputs": [], "source": [ @@ -526,7 +526,7 @@ }, { "cell_type": "code", - "execution_count": 31, + "execution_count": 30, "metadata": {}, "outputs": [], "source": [ @@ -538,7 +538,7 @@ }, { "cell_type": "code", - "execution_count": 32, + "execution_count": 31, "metadata": {}, "outputs": [], "source": [ @@ -547,7 +547,7 @@ }, { "cell_type": "code", - "execution_count": 33, + "execution_count": 32, "metadata": {}, "outputs": [], "source": [ @@ -558,7 +558,7 @@ }, { "cell_type": "code", - "execution_count": 34, + "execution_count": 33, "metadata": {}, "outputs": [], "source": [ @@ -577,7 +577,7 @@ }, { "cell_type": "code", - "execution_count": 35, + "execution_count": 34, "metadata": {}, "outputs": [], "source": [ @@ -608,7 +608,7 @@ }, { "cell_type": "code", - "execution_count": 36, + "execution_count": 35, "metadata": {}, "outputs": [], "source": [ @@ -634,7 +634,7 @@ }, { "cell_type": "code", - "execution_count": 37, + "execution_count": 36, "metadata": {}, "outputs": [], "source": [ @@ -647,7 +647,7 @@ }, { "cell_type": "code", - "execution_count": 38, + "execution_count": 37, "metadata": {}, "outputs": [], "source": [ @@ -673,7 +673,7 @@ }, { "cell_type": "code", - "execution_count": 39, + "execution_count": 38, "metadata": {}, "outputs": [], "source": [ @@ -686,7 +686,7 @@ }, { "cell_type": "code", - "execution_count": 40, + "execution_count": 39, "metadata": {}, "outputs": [], "source": [ @@ -698,7 +698,7 @@ }, { "cell_type": "code", - "execution_count": 41, + "execution_count": 40, "metadata": {}, "outputs": [], "source": [ @@ -709,7 +709,7 @@ }, { "cell_type": "code", - "execution_count": 42, + "execution_count": 41, "metadata": {}, "outputs": [], "source": [ @@ -753,7 +753,7 @@ }, { "cell_type": "code", - "execution_count": 43, + "execution_count": 42, "metadata": {}, "outputs": [], "source": [ @@ -764,7 +764,7 @@ }, { "cell_type": "code", - "execution_count": 44, + "execution_count": 43, "metadata": {}, "outputs": [], "source": [ @@ -783,7 +783,7 @@ }, { "cell_type": "code", - 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"execution_count": 53, + "execution_count": 52, "metadata": {}, "outputs": [], "source": [ @@ -1024,7 +1024,7 @@ }, { "cell_type": "code", - "execution_count": 54, + "execution_count": 53, "metadata": {}, "outputs": [], "source": [ @@ -1045,7 +1045,7 @@ }, { "cell_type": "code", - "execution_count": 55, + "execution_count": 54, "metadata": {}, "outputs": [], "source": [ @@ -1056,7 +1056,7 @@ }, { "cell_type": "code", - "execution_count": 56, + "execution_count": 55, "metadata": {}, "outputs": [], "source": [ @@ -1065,7 +1065,7 @@ }, { "cell_type": "code", - "execution_count": 57, + "execution_count": 56, "metadata": {}, "outputs": [], "source": [ @@ -1082,7 +1082,7 @@ }, { "cell_type": "code", - "execution_count": 58, + "execution_count": 57, "metadata": {}, "outputs": [], "source": [ @@ -1093,7 +1093,7 @@ }, { "cell_type": "code", - "execution_count": 59, + "execution_count": 58, "metadata": {}, "outputs": [], "source": [ @@ -1113,7 +1113,7 @@ }, { "cell_type": "code", - "execution_count": 60, + "execution_count": 59, "metadata": {}, "outputs": [], "source": [ @@ -1140,7 +1140,7 @@ }, { "cell_type": "code", - "execution_count": 61, + "execution_count": 60, "metadata": {}, "outputs": [], "source": [ @@ -1149,7 +1149,7 @@ }, { "cell_type": "code", - "execution_count": 62, + "execution_count": 61, "metadata": {}, "outputs": [], "source": [ @@ -1158,7 +1158,7 @@ }, { "cell_type": "code", - "execution_count": 63, + "execution_count": 62, "metadata": {}, "outputs": [], "source": [ @@ -1202,7 +1202,7 @@ }, { "cell_type": "code", - "execution_count": 64, + "execution_count": 63, "metadata": {}, "outputs": [], "source": [ @@ -1215,7 +1215,7 @@ }, { "cell_type": "code", - "execution_count": 65, + "execution_count": 64, "metadata": {}, "outputs": [], "source": [ @@ -1253,7 +1253,7 @@ }, { "cell_type": "code", - "execution_count": 66, + "execution_count": 65, "metadata": {}, "outputs": [], "source": [ @@ -1262,7 +1262,7 @@ }, { "cell_type": "code", - "execution_count": 67, + "execution_count": 66, "metadata": {}, "outputs": [], "source": [ @@ -1307,7 +1307,7 @@ }, { "cell_type": "code", - "execution_count": 68, + "execution_count": 67, "metadata": {}, "outputs": [], "source": [ @@ -1324,7 +1324,7 @@ }, { "cell_type": "code", - 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"execution_count": 85, + "execution_count": 84, "metadata": {}, "outputs": [], "source": [ @@ -1743,7 +1743,7 @@ }, { "cell_type": "code", - "execution_count": 86, + "execution_count": 85, "metadata": {}, "outputs": [], "source": [ diff --git a/05_support_vector_machines.ipynb b/05_support_vector_machines.ipynb index 50c8a01..91f4978 100644 --- a/05_support_vector_machines.ipynb +++ b/05_support_vector_machines.ipynb @@ -1,12 +1,5 @@ { "cells": [ - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - }, { "cell_type": "markdown", "metadata": {}, @@ -89,7 +82,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 2, "metadata": {}, "outputs": [], "source": [ @@ -111,7 +104,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 3, "metadata": {}, "outputs": [], "source": [ @@ -173,7 +166,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 4, "metadata": {}, "outputs": [], "source": [ @@ -217,7 +210,7 @@ }, { "cell_type": "code", - 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"execution_count": 38, + "execution_count": 37, "metadata": {}, "outputs": [], "source": [ @@ -1061,7 +1054,7 @@ }, { "cell_type": "code", - "execution_count": 39, + "execution_count": 38, "metadata": {}, "outputs": [], "source": [ @@ -1126,7 +1119,7 @@ }, { "cell_type": "code", - "execution_count": 40, + "execution_count": 39, "metadata": {}, "outputs": [], "source": [ @@ -1136,7 +1129,7 @@ }, { "cell_type": "code", - "execution_count": 41, + "execution_count": 40, "metadata": {}, "outputs": [], "source": [ @@ -1145,7 +1138,7 @@ }, { "cell_type": "code", - "execution_count": 42, + "execution_count": 41, "metadata": {}, "outputs": [], "source": [ @@ -1156,7 +1149,7 @@ }, { "cell_type": "code", - "execution_count": 43, + "execution_count": 42, "metadata": {}, "outputs": [], "source": [ @@ -1182,7 +1175,7 @@ }, { "cell_type": "code", - "execution_count": 44, + "execution_count": 43, "metadata": { "scrolled": true }, @@ -1259,7 +1252,7 @@ }, { "cell_type": "code", - "execution_count": 45, + "execution_count": 44, "metadata": {}, "outputs": [], "source": [ @@ -1276,7 +1269,7 @@ }, { "cell_type": "code", - "execution_count": 46, + "execution_count": 45, "metadata": {}, "outputs": [], "source": [ @@ -1313,7 +1306,7 @@ }, { "cell_type": "code", - "execution_count": 47, + "execution_count": 46, "metadata": {}, "outputs": [], "source": [ @@ -1375,7 +1368,7 @@ }, { "cell_type": "code", - "execution_count": 59, + "execution_count": 47, "metadata": {}, "outputs": [], "source": [ @@ -1409,7 +1402,7 @@ }, { "cell_type": "code", - "execution_count": 60, + "execution_count": 48, "metadata": {}, "outputs": [], "source": [ @@ -1426,7 +1419,7 @@ }, { "cell_type": "code", - "execution_count": 61, + "execution_count": 49, "metadata": {}, "outputs": [], "source": [ @@ -1445,7 +1438,7 @@ }, { "cell_type": "code", - "execution_count": 62, + "execution_count": 50, "metadata": {}, "outputs": [], "source": [ @@ -1463,7 +1456,7 @@ }, { "cell_type": "code", - "execution_count": 63, + "execution_count": 51, "metadata": {}, "outputs": [], "source": [ @@ -1473,7 +1466,7 @@ }, { "cell_type": "code", - "execution_count": 64, + "execution_count": 52, "metadata": {}, "outputs": [], "source": [ @@ -1497,7 +1490,7 @@ }, { "cell_type": "code", - "execution_count": 77, + "execution_count": 53, "metadata": {}, "outputs": [], "source": [ @@ -1507,7 +1500,7 @@ }, { "cell_type": "code", - "execution_count": 78, + "execution_count": 54, "metadata": {}, "outputs": [], "source": [ @@ -1524,7 +1517,7 @@ }, { "cell_type": "code", - "execution_count": 56, + "execution_count": 55, "metadata": {}, "outputs": [], "source": [ @@ -1538,7 +1531,7 @@ }, { "cell_type": "code", - "execution_count": 57, + "execution_count": 56, "metadata": {}, "outputs": [], "source": [ @@ -1547,7 +1540,7 @@ }, { "cell_type": "code", - "execution_count": 58, + "execution_count": 57, "metadata": {}, "outputs": [], "source": [ @@ -1563,7 +1556,7 @@ }, { "cell_type": "code", - "execution_count": 60, + "execution_count": 58, "metadata": {}, "outputs": [], "source": [ @@ -1572,7 +1565,7 @@ }, { "cell_type": "code", - "execution_count": 61, + "execution_count": 59, "metadata": {}, "outputs": [], "source": [ @@ -1589,7 +1582,7 @@ }, { "cell_type": "code", - "execution_count": 62, + "execution_count": 60, "metadata": {}, "outputs": [], "source": [ @@ -1627,7 +1620,7 @@ }, { "cell_type": "code", - "execution_count": 63, + "execution_count": 61, "metadata": {}, "outputs": [], "source": [ @@ -1647,7 +1640,7 @@ }, { "cell_type": "code", - "execution_count": 64, + "execution_count": 62, "metadata": {}, "outputs": [], "source": [ @@ -1665,7 +1658,7 @@ }, { "cell_type": "code", - "execution_count": 65, + "execution_count": 63, "metadata": {}, "outputs": [], "source": [ @@ -1685,7 +1678,7 @@ }, { "cell_type": "code", - "execution_count": 66, + "execution_count": 64, "metadata": {}, "outputs": [], "source": [ @@ -1704,7 +1697,7 @@ }, { "cell_type": "code", - "execution_count": 67, + "execution_count": 65, "metadata": {}, "outputs": [], "source": [ @@ -1724,7 +1717,7 @@ }, { "cell_type": "code", - "execution_count": 68, + "execution_count": 66, "metadata": {}, "outputs": [], "source": [ @@ -1740,7 +1733,7 @@ }, { "cell_type": "code", - "execution_count": 69, + "execution_count": 67, "metadata": {}, "outputs": [], "source": [ @@ -1755,7 +1748,7 @@ }, { "cell_type": "code", - "execution_count": 70, + "execution_count": 68, "metadata": {}, "outputs": [], "source": [ @@ -1771,7 +1764,7 @@ }, { "cell_type": "code", - "execution_count": 71, + "execution_count": 69, "metadata": {}, "outputs": [], "source": [ @@ -1789,7 +1782,7 @@ }, { "cell_type": "code", - "execution_count": 72, + "execution_count": 70, "metadata": {}, "outputs": [], "source": [ diff --git a/07_ensemble_learning_and_random_forests.ipynb b/07_ensemble_learning_and_random_forests.ipynb index a47f0a5..311b6a6 100644 --- a/07_ensemble_learning_and_random_forests.ipynb +++ b/07_ensemble_learning_and_random_forests.ipynb @@ -80,7 +80,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 2, "metadata": {}, "outputs": [], "source": [ @@ -91,7 +91,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 3, "metadata": {}, "outputs": [], "source": [ @@ -109,7 +109,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 4, "metadata": {}, "outputs": [], "source": [ @@ -129,7 +129,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 5, "metadata": {}, "outputs": [], "source": [ @@ -149,7 +149,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 6, "metadata": {}, "outputs": [], "source": [ @@ -158,7 +158,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 7, "metadata": {}, "outputs": [], "source": [ @@ -179,7 +179,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 8, "metadata": {}, "outputs": [], "source": [ @@ -195,7 +195,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 9, "metadata": {}, "outputs": [], "source": [ @@ -216,7 +216,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 10, "metadata": {}, "outputs": [], "source": [ @@ -232,7 +232,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 11, "metadata": {}, "outputs": [], "source": [ @@ -242,7 +242,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 12, "metadata": {}, "outputs": [], "source": [ @@ -254,7 +254,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 13, "metadata": {}, "outputs": [], "source": [ @@ -280,7 +280,7 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 14, "metadata": {}, "outputs": [], "source": [ @@ -304,7 +304,7 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 15, "metadata": {}, "outputs": [], "source": [ @@ -315,7 +315,7 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 16, "metadata": {}, "outputs": [], "source": [ @@ -325,7 +325,7 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 17, "metadata": {}, "outputs": [], "source": [ @@ -339,7 +339,7 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 18, "metadata": {}, "outputs": [], "source": [ @@ -348,7 +348,7 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 19, "metadata": {}, "outputs": [], "source": [ @@ -362,7 +362,7 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 20, "metadata": {}, "outputs": [], "source": [ @@ -371,7 +371,7 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": 21, "metadata": {}, "outputs": [], "source": [ @@ -395,7 +395,7 @@ }, { "cell_type": "code", - "execution_count": 23, + "execution_count": 22, "metadata": {}, "outputs": [], "source": [ @@ -408,7 +408,7 @@ }, { "cell_type": "code", - "execution_count": 24, + "execution_count": 23, "metadata": {}, "outputs": [], "source": [ @@ -417,7 +417,7 @@ }, { "cell_type": "code", - "execution_count": 25, + "execution_count": 24, "metadata": {}, "outputs": [], "source": [ @@ -435,7 +435,7 @@ }, { "cell_type": "code", - "execution_count": 26, + "execution_count": 25, "metadata": {}, "outputs": [], "source": [ @@ -447,7 +447,7 @@ }, { "cell_type": "code", - "execution_count": 27, + "execution_count": 26, "metadata": {}, "outputs": [], "source": [ @@ -457,7 +457,7 @@ }, { "cell_type": "code", - "execution_count": 28, + "execution_count": 27, "metadata": {}, "outputs": [], "source": [ @@ -470,7 +470,7 @@ }, { "cell_type": "code", - "execution_count": 29, + "execution_count": 28, "metadata": {}, "outputs": [], "source": [ @@ -492,7 +492,7 @@ }, { "cell_type": "code", - "execution_count": 30, + "execution_count": 29, "metadata": {}, "outputs": [], "source": [ @@ -506,7 +506,7 @@ }, { "cell_type": "code", - "execution_count": 31, + "execution_count": 30, "metadata": {}, "outputs": [], "source": [ @@ -515,7 +515,7 @@ }, { "cell_type": "code", - "execution_count": 32, + "execution_count": 31, "metadata": {}, "outputs": [], "source": [ @@ -545,7 +545,7 @@ }, { "cell_type": "code", - "execution_count": 33, + "execution_count": 32, "metadata": {}, "outputs": [], "source": [ @@ -561,7 +561,7 @@ }, { "cell_type": "code", - "execution_count": 34, + "execution_count": 33, "metadata": {}, "outputs": [], "source": [ @@ -572,7 +572,7 @@ }, { "cell_type": "code", - "execution_count": 35, + "execution_count": 34, "metadata": {}, "outputs": [], "source": [ @@ -584,7 +584,7 @@ }, { "cell_type": "code", - "execution_count": 36, + "execution_count": 35, "metadata": {}, "outputs": [], "source": [ @@ -595,7 +595,7 @@ }, { "cell_type": "code", - "execution_count": 37, + "execution_count": 36, "metadata": {}, "outputs": [], "source": [ @@ -606,7 +606,7 @@ }, { "cell_type": "code", - "execution_count": 38, + "execution_count": 37, "metadata": {}, "outputs": [], "source": [ @@ -615,7 +615,7 @@ }, { "cell_type": "code", - "execution_count": 39, + "execution_count": 38, "metadata": {}, "outputs": [], "source": [ @@ -624,7 +624,7 @@ }, { "cell_type": "code", - "execution_count": 40, + "execution_count": 39, "metadata": {}, "outputs": [], "source": [ @@ -633,7 +633,7 @@ }, { "cell_type": "code", - "execution_count": 41, + "execution_count": 40, "metadata": {}, "outputs": [], "source": [ @@ -682,7 +682,7 @@ }, { "cell_type": "code", - "execution_count": 42, + "execution_count": 41, "metadata": {}, "outputs": [], "source": [ @@ -694,7 +694,7 @@ }, { "cell_type": "code", - "execution_count": 43, + "execution_count": 42, "metadata": {}, "outputs": [], "source": [ @@ -704,7 +704,7 @@ }, { "cell_type": "code", - "execution_count": 44, + "execution_count": 43, "metadata": {}, "outputs": [], "source": [ @@ -731,7 +731,7 @@ }, { "cell_type": "code", - "execution_count": 45, + "execution_count": 44, "metadata": {}, "outputs": [], "source": [ @@ -754,7 +754,7 @@ }, { "cell_type": "code", - "execution_count": 46, + "execution_count": 45, "metadata": {}, "outputs": [], "source": [ @@ -763,7 +763,7 @@ }, { "cell_type": "code", - "execution_count": 47, + "execution_count": 46, "metadata": {}, "outputs": [], "source": [ @@ -789,7 +789,7 @@ }, { "cell_type": "code", - "execution_count": 48, + "execution_count": 47, "metadata": {}, "outputs": [], "source": [ @@ -813,7 +813,7 @@ }, { "cell_type": "code", - "execution_count": 49, + "execution_count": 48, "metadata": {}, "outputs": [], "source": [ @@ -822,7 +822,7 @@ }, { "cell_type": "code", - "execution_count": 50, + "execution_count": 49, "metadata": {}, "outputs": [], "source": [ @@ -838,7 +838,7 @@ }, { "cell_type": "code", - "execution_count": 51, + "execution_count": 50, "metadata": {}, "outputs": [], "source": [ @@ -851,7 +851,7 @@ }, { "cell_type": "code", - "execution_count": 52, + "execution_count": 51, "metadata": {}, "outputs": [], "source": [ @@ -865,7 +865,7 @@ }, { "cell_type": "code", - "execution_count": 53, + "execution_count": 52, "metadata": {}, "outputs": [], "source": [ @@ -879,7 +879,7 @@ }, { "cell_type": "code", - "execution_count": 54, + "execution_count": 53, "metadata": {}, "outputs": [], "source": [ @@ -888,7 +888,7 @@ }, { "cell_type": "code", - "execution_count": 55, + "execution_count": 54, "metadata": {}, "outputs": [], "source": [ @@ -941,7 +941,7 @@ }, { "cell_type": "code", - "execution_count": 56, + "execution_count": 55, "metadata": {}, "outputs": [], "source": [ @@ -950,7 +950,7 @@ }, { "cell_type": "code", - "execution_count": 57, + "execution_count": 56, "metadata": {}, "outputs": [], "source": [ @@ -969,7 +969,7 @@ }, { "cell_type": "code", - "execution_count": 58, + "execution_count": 57, "metadata": {}, "outputs": [], "source": [ @@ -980,7 +980,7 @@ }, { "cell_type": "code", - "execution_count": 59, + "execution_count": 58, "metadata": {}, "outputs": [], "source": [ @@ -992,7 +992,7 @@ }, { "cell_type": "code", - "execution_count": 60, + "execution_count": 59, "metadata": {}, "outputs": [], "source": [ @@ -1004,7 +1004,7 @@ }, { "cell_type": "code", - "execution_count": 61, + "execution_count": 60, "metadata": {}, "outputs": [], "source": [ @@ -1027,7 +1027,7 @@ }, { "cell_type": "code", - "execution_count": 62, + "execution_count": 61, "metadata": {}, "outputs": [], "source": [ @@ -1036,7 +1036,7 @@ }, { "cell_type": "code", - "execution_count": 63, + "execution_count": 62, "metadata": {}, "outputs": [], "source": [ @@ -1050,7 +1050,7 @@ }, { "cell_type": "code", - "execution_count": 64, + "execution_count": 63, "metadata": {}, "outputs": [], "source": [ @@ -1059,7 +1059,7 @@ }, { "cell_type": "code", - "execution_count": 65, + "execution_count": 64, "metadata": {}, "outputs": [], "source": [ @@ -1068,7 +1068,7 @@ }, { "cell_type": "code", - "execution_count": 66, + "execution_count": 65, "metadata": {}, "outputs": [], "source": [ @@ -1077,7 +1077,7 @@ }, { "cell_type": "code", - "execution_count": 67, + "execution_count": 66, "metadata": {}, "outputs": [], "source": [ @@ -1093,7 +1093,7 @@ }, { "cell_type": "code", - "execution_count": 68, + "execution_count": 67, "metadata": {}, "outputs": [], "source": [ @@ -1109,7 +1109,7 @@ }, { "cell_type": "code", - "execution_count": 69, + "execution_count": 68, "metadata": {}, "outputs": [], "source": [ @@ -1125,7 +1125,7 @@ }, { "cell_type": "code", - "execution_count": 70, + "execution_count": 69, "metadata": {}, "outputs": [], "source": [ @@ -1141,7 +1141,7 @@ }, { "cell_type": "code", - "execution_count": 71, + "execution_count": 70, "metadata": {}, "outputs": [], "source": [ @@ -1157,7 +1157,7 @@ }, { "cell_type": "code", - "execution_count": 72, + "execution_count": 71, "metadata": {}, "outputs": [], "source": [ @@ -1173,7 +1173,7 @@ }, { "cell_type": "code", - "execution_count": 73, + "execution_count": 72, "metadata": {}, "outputs": [], "source": [ @@ -1182,7 +1182,7 @@ }, { "cell_type": "code", - "execution_count": 74, + "execution_count": 73, "metadata": {}, "outputs": [], "source": [ @@ -1205,7 +1205,7 @@ }, { "cell_type": "code", - "execution_count": 75, + "execution_count": 74, "metadata": {}, "outputs": [], "source": [ @@ -1214,7 +1214,7 @@ }, { "cell_type": "code", - "execution_count": 76, + "execution_count": 75, "metadata": {}, "outputs": [], "source": [ @@ -1244,7 +1244,7 @@ }, { "cell_type": "code", - "execution_count": 77, + "execution_count": 76, "metadata": {}, "outputs": [], "source": [ @@ -1256,7 +1256,7 @@ }, { "cell_type": "code", - "execution_count": 78, + "execution_count": 77, "metadata": {}, "outputs": [], "source": [ @@ -1265,7 +1265,7 @@ }, { "cell_type": "code", - "execution_count": 79, + "execution_count": 78, "metadata": {}, "outputs": [], "source": [ @@ -1275,7 +1275,7 @@ }, { "cell_type": "code", - "execution_count": 80, + "execution_count": 79, "metadata": {}, "outputs": [], "source": [ @@ -1298,7 +1298,7 @@ }, { "cell_type": "code", - "execution_count": 81, + "execution_count": 80, "metadata": {}, "outputs": [], "source": [ @@ -1310,7 +1310,7 @@ }, { "cell_type": "code", - "execution_count": 82, + "execution_count": 81, "metadata": {}, "outputs": [], "source": [ @@ -1319,7 +1319,7 @@ }, { "cell_type": "code", - "execution_count": 83, + "execution_count": 82, "metadata": {}, "outputs": [], "source": [ @@ -1328,7 +1328,7 @@ }, { "cell_type": "code", - "execution_count": 84, + "execution_count": 83, "metadata": {}, "outputs": [], "source": [ diff --git a/08_dimensionality_reduction.ipynb b/08_dimensionality_reduction.ipynb index 0a5634a..e515aef 100644 --- a/08_dimensionality_reduction.ipynb +++ b/08_dimensionality_reduction.ipynb @@ -80,7 +80,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 2, "metadata": {}, "outputs": [], "source": [ @@ -105,7 +105,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 3, "metadata": {}, "outputs": [], "source": [ @@ -117,7 +117,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 4, "metadata": {}, "outputs": [], "source": [ @@ -129,7 +129,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 5, "metadata": {}, "outputs": [], "source": [ @@ -138,7 +138,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 6, "metadata": {}, "outputs": [], "source": [ @@ -148,7 +148,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 7, "metadata": {}, "outputs": [], "source": [ @@ -171,7 +171,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 8, "metadata": {}, "outputs": [], "source": [ @@ -183,7 +183,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 9, "metadata": {}, "outputs": [], "source": [ @@ -192,7 +192,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 10, "metadata": {}, "outputs": [], "source": [ @@ -210,7 +210,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 11, "metadata": {}, "outputs": [], "source": [ @@ -226,7 +226,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 12, "metadata": {}, "outputs": [], "source": [ @@ -242,7 +242,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 13, "metadata": {}, "outputs": [], "source": [ @@ -258,7 +258,7 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 14, "metadata": {}, "outputs": [], "source": [ @@ -274,7 +274,7 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 15, "metadata": {}, "outputs": [], "source": [ @@ -290,7 +290,7 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 16, "metadata": {}, "outputs": [], "source": [ @@ -306,7 +306,7 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 17, "metadata": {}, "outputs": [], "source": [ @@ -322,7 +322,7 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 18, "metadata": {}, "outputs": [], "source": [ @@ -345,7 +345,7 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 19, "metadata": {}, "outputs": [], "source": [ @@ -368,7 +368,7 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 20, "metadata": {}, "outputs": [], "source": [ @@ -384,7 +384,7 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": 21, "metadata": {}, "outputs": [], "source": [ @@ -407,7 +407,7 @@ }, { "cell_type": "code", - "execution_count": 23, + "execution_count": 22, "metadata": {}, "outputs": [], "source": [ @@ -435,7 +435,7 @@ }, { "cell_type": "code", - "execution_count": 24, + "execution_count": 23, "metadata": {}, "outputs": [], "source": [ @@ -459,7 +459,7 @@ }, { "cell_type": "code", - "execution_count": 25, + "execution_count": 24, "metadata": {}, "outputs": [], "source": [ @@ -509,7 +509,7 @@ }, { "cell_type": "code", - "execution_count": 26, + "execution_count": 25, "metadata": {}, "outputs": [], "source": [ @@ -538,7 +538,7 @@ }, { "cell_type": "code", - "execution_count": 27, + "execution_count": 26, "metadata": {}, "outputs": [], "source": [ @@ -548,7 +548,7 @@ }, { "cell_type": "code", - "execution_count": 28, + "execution_count": 27, "metadata": {}, "outputs": [], "source": [ @@ -572,7 +572,7 @@ }, { "cell_type": "code", - "execution_count": 29, + "execution_count": 28, "metadata": {}, "outputs": [], "source": [ @@ -597,7 +597,7 @@ }, { "cell_type": "code", - "execution_count": 30, + "execution_count": 29, "metadata": {}, "outputs": [], "source": [ @@ -685,7 +685,7 @@ }, { "cell_type": "code", - "execution_count": 31, + "execution_count": 30, "metadata": {}, "outputs": [], "source": [ @@ -758,7 +758,7 @@ }, { "cell_type": "code", - "execution_count": 32, + "execution_count": 31, "metadata": {}, "outputs": [], "source": [ @@ -770,7 +770,7 @@ }, { "cell_type": "code", - "execution_count": 33, + "execution_count": 32, "metadata": {}, "outputs": [], "source": [ @@ -784,7 +784,7 @@ }, { "cell_type": "code", - "execution_count": 34, + "execution_count": 33, "metadata": {}, "outputs": [], "source": [ @@ -796,7 +796,7 @@ }, { "cell_type": "code", - "execution_count": 35, + "execution_count": 34, "metadata": {}, "outputs": [], "source": [ @@ -805,7 +805,7 @@ }, { "cell_type": "code", - "execution_count": 36, + "execution_count": 35, "metadata": {}, "outputs": [], "source": [ @@ -1516,7 +1516,7 @@ }, { "cell_type": "code", - "execution_count": 72, + "execution_count": 73, "metadata": {}, "outputs": [], "source": [ @@ -1536,7 +1536,7 @@ }, { "cell_type": "code", - "execution_count": 73, + "execution_count": 74, "metadata": {}, "outputs": [], "source": [ @@ -1547,7 +1547,7 @@ }, { "cell_type": "code", - "execution_count": 74, + "execution_count": 75, "metadata": {}, "outputs": [], "source": [ @@ -1560,7 +1560,7 @@ }, { "cell_type": "code", - "execution_count": 75, + "execution_count": 76, "metadata": {}, "outputs": [], "source": [ @@ -1569,7 +1569,7 @@ }, { "cell_type": "code", - "execution_count": 76, + "execution_count": 77, "metadata": {}, "outputs": [], "source": [ @@ -1588,7 +1588,7 @@ }, { "cell_type": "code", - "execution_count": 77, + "execution_count": 78, "metadata": {}, "outputs": [], "source": [ @@ -1607,7 +1607,7 @@ }, { "cell_type": "code", - "execution_count": 78, + "execution_count": 79, "metadata": {}, "outputs": [], "source": [ @@ -1619,7 +1619,7 @@ }, { "cell_type": "code", - "execution_count": 79, + "execution_count": 80, "metadata": {}, "outputs": [], "source": [ @@ -1642,7 +1642,7 @@ }, { "cell_type": "code", - "execution_count": 80, + "execution_count": 81, "metadata": {}, "outputs": [], "source": [ @@ -1663,7 +1663,7 @@ }, { "cell_type": "code", - "execution_count": 81, + "execution_count": 82, "metadata": {}, "outputs": [], "source": [ @@ -1677,7 +1677,7 @@ }, { "cell_type": "code", - "execution_count": 82, + "execution_count": 83, "metadata": {}, "outputs": [], "source": [ @@ -1686,7 +1686,7 @@ }, { "cell_type": "code", - "execution_count": 83, + "execution_count": 84, "metadata": {}, "outputs": [], "source": [ @@ -1703,7 +1703,7 @@ }, { "cell_type": "code", - "execution_count": 84, + "execution_count": 85, "metadata": {}, "outputs": [], "source": [ @@ -1715,7 +1715,7 @@ }, { "cell_type": "code", - "execution_count": 85, + "execution_count": 86, "metadata": {}, "outputs": [], "source": [ @@ -1731,7 +1731,7 @@ }, { "cell_type": "code", - "execution_count": 86, + "execution_count": 87, "metadata": {}, "outputs": [], "source": [ @@ -1783,7 +1783,7 @@ }, { "cell_type": "code", - "execution_count": 87, + "execution_count": 88, "metadata": {}, "outputs": [], "source": [ @@ -1805,7 +1805,7 @@ }, { "cell_type": "code", - "execution_count": 88, + "execution_count": 89, "metadata": {}, "outputs": [], "source": [ @@ -1824,7 +1824,7 @@ }, { "cell_type": "code", - "execution_count": 89, + "execution_count": 90, "metadata": {}, "outputs": [], "source": [ @@ -1851,7 +1851,7 @@ }, { "cell_type": "code", - "execution_count": 90, + "execution_count": 91, "metadata": {}, "outputs": [], "source": [ @@ -1872,7 +1872,7 @@ }, { "cell_type": "code", - "execution_count": 91, + "execution_count": 92, "metadata": {}, "outputs": [], "source": [ @@ -1886,7 +1886,7 @@ }, { "cell_type": "code", - "execution_count": 92, + "execution_count": 93, "metadata": {}, "outputs": [], "source": [ @@ -1922,7 +1922,7 @@ }, { "cell_type": "code", - "execution_count": 93, + "execution_count": 94, "metadata": {}, "outputs": [], "source": [ @@ -1966,7 +1966,7 @@ }, { "cell_type": "code", - "execution_count": 94, + "execution_count": 95, "metadata": {}, "outputs": [], "source": [ @@ -1982,7 +1982,7 @@ }, { "cell_type": "code", - "execution_count": 95, + "execution_count": 96, "metadata": {}, "outputs": [], "source": [ @@ -1991,7 +1991,7 @@ }, { "cell_type": "code", - "execution_count": 96, + "execution_count": 97, "metadata": {}, "outputs": [], "source": [ @@ -2014,7 +2014,7 @@ }, { "cell_type": "code", - "execution_count": 97, + "execution_count": 98, "metadata": {}, "outputs": [], "source": [ @@ -2038,7 +2038,7 @@ }, { "cell_type": "code", - "execution_count": 98, + "execution_count": 99, "metadata": {}, "outputs": [], "source": [ @@ -2061,7 +2061,7 @@ }, { "cell_type": "code", - "execution_count": 99, + "execution_count": 100, "metadata": {}, "outputs": [], "source": [ @@ -2095,7 +2095,7 @@ }, { "cell_type": "code", - "execution_count": 100, + "execution_count": 101, "metadata": {}, "outputs": [], "source": [ @@ -2119,7 +2119,7 @@ }, { "cell_type": "code", - "execution_count": 101, + "execution_count": 102, "metadata": {}, "outputs": [], "source": [ @@ -2153,7 +2153,7 @@ }, { "cell_type": "code", - "execution_count": 102, + "execution_count": 103, "metadata": {}, "outputs": [], "source": [ @@ -2183,7 +2183,7 @@ }, { "cell_type": "code", - "execution_count": 103, + "execution_count": 104, "metadata": {}, "outputs": [], "source": [ @@ -2206,7 +2206,7 @@ }, { "cell_type": "code", - "execution_count": 104, + "execution_count": 105, "metadata": {}, "outputs": [], "source": [ diff --git a/10_neural_nets_with_keras.ipynb b/10_neural_nets_with_keras.ipynb index 4419f6a..6aca606 100644 --- a/10_neural_nets_with_keras.ipynb +++ b/10_neural_nets_with_keras.ipynb @@ -1423,7 +1423,7 @@ }, { "cell_type": "code", - "execution_count": 95, + "execution_count": 94, "metadata": {}, "outputs": [], "source": [ @@ -1442,7 +1442,7 @@ }, { "cell_type": "code", - "execution_count": 96, + "execution_count": 95, "metadata": {}, "outputs": [], "source": [ @@ -1451,7 +1451,7 @@ }, { "cell_type": "code", - "execution_count": 97, + "execution_count": 96, "metadata": {}, "outputs": [], "source": [ @@ -1467,7 +1467,7 @@ }, { "cell_type": "code", - "execution_count": 98, + "execution_count": 97, "metadata": {}, "outputs": [], "source": [ @@ -1477,7 +1477,7 @@ }, { "cell_type": "code", - "execution_count": 99, + "execution_count": 98, "metadata": {}, "outputs": [], "source": [ @@ -1495,7 +1495,7 @@ }, { "cell_type": "code", - "execution_count": 100, + "execution_count": 99, "metadata": {}, "outputs": [], "source": [ @@ -1504,7 +1504,7 @@ }, { "cell_type": "code", - "execution_count": 101, + "execution_count": 100, "metadata": {}, "outputs": [], "source": [ @@ -1515,7 +1515,7 @@ }, { "cell_type": "code", - "execution_count": 102, + "execution_count": 101, "metadata": {}, "outputs": [], "source": [ @@ -1524,7 +1524,7 @@ }, { "cell_type": "code", - "execution_count": 103, + "execution_count": 102, "metadata": {}, "outputs": [], "source": [ @@ -1533,7 +1533,7 @@ }, { "cell_type": "code", - "execution_count": 104, + "execution_count": 103, "metadata": {}, "outputs": [], "source": [ @@ -1543,7 +1543,7 @@ }, { "cell_type": "code", - "execution_count": 105, + "execution_count": 104, "metadata": {}, "outputs": [], "source": [ @@ -1564,7 +1564,7 @@ }, { "cell_type": "code", - "execution_count": 106, + "execution_count": 105, "metadata": {}, "outputs": [], "source": [ @@ -1573,7 +1573,7 @@ }, { "cell_type": "code", - "execution_count": 107, + "execution_count": 106, "metadata": {}, "outputs": [], "source": [ @@ -1582,7 +1582,7 @@ }, { "cell_type": "code", - "execution_count": 108, + "execution_count": 107, "metadata": {}, "outputs": [], "source": [ @@ -1591,7 +1591,7 @@ }, { "cell_type": "code", - "execution_count": 109, + "execution_count": 108, "metadata": {}, "outputs": [], "source": [ @@ -1600,7 +1600,7 @@ }, { "cell_type": "code", - "execution_count": 110, + "execution_count": 109, "metadata": {}, "outputs": [], "source": [ @@ -1610,7 +1610,7 @@ }, { "cell_type": "code", - "execution_count": 111, + "execution_count": 110, "metadata": {}, "outputs": [], "source": [ diff --git a/12_custom_models_with_tensorflow_2.ipynb b/12_custom_models_with_tensorflow_2.ipynb index 7f26747..895719d 100644 --- a/12_custom_models_with_tensorflow_2.ipynb +++ b/12_custom_models_with_tensorflow_2.ipynb @@ -1489,7 +1489,7 @@ }, { "cell_type": "code", - "execution_count": 118, + "execution_count": 117, "metadata": {}, "outputs": [], "source": [ @@ -1500,7 +1500,7 @@ }, { "cell_type": "code", - "execution_count": 119, + "execution_count": 118, "metadata": {}, "outputs": [], "source": [ @@ -1509,7 +1509,7 @@ }, { "cell_type": "code", - "execution_count": 120, + "execution_count": 119, "metadata": {}, "outputs": [], "source": [ @@ -1525,7 +1525,7 @@ }, { "cell_type": "code", - "execution_count": 121, + "execution_count": 120, "metadata": {}, "outputs": [], "source": [ @@ -1551,7 +1551,7 @@ }, { "cell_type": "code", - "execution_count": 122, + "execution_count": 121, "metadata": {}, "outputs": [], "source": [ @@ -1564,7 +1564,7 @@ }, { "cell_type": "code", - "execution_count": 123, + "execution_count": 122, "metadata": {}, "outputs": [], "source": [ @@ -1573,7 +1573,7 @@ }, { "cell_type": "code", - "execution_count": 124, + "execution_count": 123, "metadata": { "scrolled": true }, @@ -1585,7 +1585,7 @@ }, { "cell_type": "code", - "execution_count": 125, + "execution_count": 124, "metadata": {}, "outputs": [], "source": [ @@ -1594,7 +1594,7 @@ }, { "cell_type": "code", - "execution_count": 126, + "execution_count": 125, "metadata": {}, "outputs": [], "source": [ @@ -1603,7 +1603,7 @@ }, { "cell_type": "code", - "execution_count": 128, + "execution_count": 126, "metadata": {}, "outputs": [], "source": [ @@ -1613,7 +1613,7 @@ }, { "cell_type": "code", - "execution_count": 129, + "execution_count": 127, "metadata": {}, "outputs": [], "source": [ @@ -1622,7 +1622,7 @@ }, { "cell_type": "code", - "execution_count": 130, + "execution_count": 128, "metadata": { "scrolled": true }, @@ -1640,7 +1640,7 @@ }, { "cell_type": "code", - "execution_count": 131, + "execution_count": 129, "metadata": {}, "outputs": [], "source": [ @@ -1649,7 +1649,7 @@ }, { "cell_type": "code", - "execution_count": 132, + "execution_count": 130, "metadata": {}, "outputs": [], "source": [ @@ -1665,7 +1665,7 @@ }, { "cell_type": "code", - "execution_count": 133, + "execution_count": 131, "metadata": {}, "outputs": [], "source": [ @@ -1682,7 +1682,7 @@ }, { "cell_type": "code", - "execution_count": 134, + "execution_count": 132, "metadata": {}, "outputs": [], "source": [ @@ -1714,7 +1714,7 @@ }, { "cell_type": "code", - "execution_count": 135, + "execution_count": 133, "metadata": {}, "outputs": [], "source": [ @@ -1726,7 +1726,7 @@ }, { "cell_type": "code", - "execution_count": 136, + "execution_count": 134, "metadata": { "scrolled": false }, @@ -1740,7 +1740,7 @@ }, { "cell_type": "code", - "execution_count": 137, + "execution_count": 135, "metadata": {}, "outputs": [], "source": [ @@ -1749,7 +1749,7 @@ }, { "cell_type": "code", - "execution_count": 138, + "execution_count": 136, "metadata": {}, "outputs": [], "source": [ @@ -1759,7 +1759,7 @@ }, { "cell_type": "code", - "execution_count": 139, + "execution_count": 137, "metadata": {}, "outputs": [], "source": [ @@ -1775,7 +1775,7 @@ }, { "cell_type": "code", - "execution_count": 140, + "execution_count": 138, "metadata": {}, "outputs": [], "source": [ @@ -1793,7 +1793,7 @@ }, { "cell_type": "code", - "execution_count": 141, + "execution_count": 139, "metadata": {}, "outputs": [], "source": [ @@ -1817,7 +1817,7 @@ }, { "cell_type": "code", - "execution_count": 142, + "execution_count": 140, "metadata": {}, "outputs": [], "source": [ @@ -1836,7 +1836,7 @@ }, { "cell_type": "code", - "execution_count": 143, + "execution_count": 141, "metadata": {}, "outputs": [], "source": [ @@ -1845,7 +1845,7 @@ }, { "cell_type": "code", - "execution_count": 144, + "execution_count": 142, "metadata": {}, "outputs": [], "source": [ @@ -1872,7 +1872,7 @@ }, { "cell_type": "code", - "execution_count": 145, + "execution_count": 143, "metadata": {}, "outputs": [], "source": [ @@ -1901,7 +1901,7 @@ }, { "cell_type": "code", - "execution_count": 146, + "execution_count": 144, "metadata": {}, "outputs": [], "source": [ @@ -1914,7 +1914,7 @@ }, { "cell_type": "code", - "execution_count": 147, + "execution_count": 145, "metadata": {}, "outputs": [], "source": [ @@ -1936,7 +1936,7 @@ }, { "cell_type": "code", - "execution_count": 148, + "execution_count": 146, "metadata": {}, "outputs": [], "source": [ @@ -1951,7 +1951,7 @@ }, { "cell_type": "code", - "execution_count": 149, + "execution_count": 147, "metadata": {}, "outputs": [], "source": [ @@ -2012,7 +2012,7 @@ }, { "cell_type": "code", - "execution_count": 150, + "execution_count": 148, "metadata": {}, "outputs": [], "source": [ @@ -2041,7 +2041,7 @@ }, { "cell_type": "code", - "execution_count": 151, + "execution_count": 149, "metadata": {}, "outputs": [], "source": [ @@ -2061,7 +2061,7 @@ }, { "cell_type": "code", - "execution_count": 152, + "execution_count": 150, "metadata": {}, "outputs": [], "source": [ @@ -2071,7 +2071,7 @@ }, { "cell_type": "code", - "execution_count": 153, + "execution_count": 151, "metadata": {}, "outputs": [], "source": [ @@ -2082,7 +2082,7 @@ }, { "cell_type": "code", - "execution_count": 154, + "execution_count": 152, "metadata": {}, "outputs": [], "source": [ @@ -2091,7 +2091,7 @@ }, { "cell_type": "code", - "execution_count": 155, + "execution_count": 153, "metadata": {}, "outputs": [], "source": [ @@ -2104,7 +2104,7 @@ }, { "cell_type": "code", - "execution_count": 156, + "execution_count": 154, "metadata": {}, "outputs": [], "source": [ @@ -2113,7 +2113,7 @@ }, { "cell_type": "code", - "execution_count": 157, + "execution_count": 155, "metadata": {}, "outputs": [], "source": [ @@ -2129,7 +2129,7 @@ }, { "cell_type": "code", - "execution_count": 158, + "execution_count": 156, "metadata": {}, "outputs": [], "source": [ @@ -2143,7 +2143,7 @@ }, { "cell_type": "code", - "execution_count": 159, + "execution_count": 157, "metadata": {}, "outputs": [], "source": [ @@ -2152,7 +2152,7 @@ }, { "cell_type": "code", - "execution_count": 160, + "execution_count": 158, "metadata": {}, "outputs": [], "source": [ @@ -2163,6 +2163,29 @@ "gradients = tape.gradient(z, [c1, c2])" ] }, + { + "cell_type": "code", + "execution_count": 159, + "metadata": {}, + "outputs": [], + "source": [ + "gradients" + ] + }, + { + "cell_type": "code", + "execution_count": 160, + "metadata": {}, + "outputs": [], + "source": [ + "with tf.GradientTape() as tape:\n", + " tape.watch(c1)\n", + " tape.watch(c2)\n", + " z = f(c1, c2)\n", + "\n", + "gradients = tape.gradient(z, [c1, c2])" + ] + }, { "cell_type": "code", "execution_count": 161, @@ -2177,29 +2200,6 @@ "execution_count": 162, "metadata": {}, "outputs": [], - "source": [ - "with tf.GradientTape() as tape:\n", - " tape.watch(c1)\n", - " tape.watch(c2)\n", - " z = f(c1, c2)\n", - "\n", - "gradients = tape.gradient(z, [c1, c2])" - ] - }, - { - "cell_type": "code", - "execution_count": 163, - "metadata": {}, - "outputs": [], - "source": [ - "gradients" - ] - }, - { - "cell_type": "code", - "execution_count": 164, - "metadata": {}, - "outputs": [], "source": [ "with tf.GradientTape() as tape:\n", " z1 = f(w1, w2 + 2.)\n", @@ -2211,7 +2211,7 @@ }, { "cell_type": "code", - "execution_count": 165, + "execution_count": 163, "metadata": {}, "outputs": [], "source": [ @@ -2226,7 +2226,7 @@ }, { "cell_type": "code", - "execution_count": 166, + "execution_count": 164, "metadata": {}, "outputs": [], "source": [ @@ -2241,7 +2241,7 @@ }, { "cell_type": "code", - "execution_count": 167, + "execution_count": 165, "metadata": {}, "outputs": [], "source": [ @@ -2250,7 +2250,7 @@ }, { "cell_type": "code", - "execution_count": 168, + "execution_count": 166, "metadata": {}, "outputs": [], "source": [ @@ -2259,7 +2259,7 @@ }, { "cell_type": "code", - "execution_count": 169, + "execution_count": 167, "metadata": {}, "outputs": [], "source": [ @@ -2274,7 +2274,7 @@ }, { "cell_type": "code", - "execution_count": 170, + "execution_count": 168, "metadata": {}, "outputs": [], "source": [ @@ -2287,7 +2287,7 @@ }, { "cell_type": "code", - "execution_count": 171, + "execution_count": 169, "metadata": {}, "outputs": [], "source": [ @@ -2296,7 +2296,7 @@ }, { "cell_type": "code", - "execution_count": 172, + "execution_count": 170, "metadata": {}, "outputs": [], "source": [ @@ -2309,7 +2309,7 @@ }, { "cell_type": "code", - "execution_count": 173, + "execution_count": 171, "metadata": {}, "outputs": [], "source": [ @@ -2323,7 +2323,7 @@ }, { "cell_type": "code", - "execution_count": 174, + "execution_count": 172, "metadata": {}, "outputs": [], "source": [ @@ -2333,7 +2333,7 @@ }, { "cell_type": "code", - "execution_count": 175, + "execution_count": 173, "metadata": {}, "outputs": [], "source": [ @@ -2353,7 +2353,7 @@ }, { "cell_type": "code", - "execution_count": 176, + "execution_count": 174, "metadata": {}, "outputs": [], "source": [ @@ -2367,7 +2367,7 @@ }, { "cell_type": "code", - "execution_count": 177, + "execution_count": 175, "metadata": {}, "outputs": [], "source": [ @@ -2378,7 +2378,7 @@ }, { "cell_type": "code", - "execution_count": 178, + "execution_count": 176, "metadata": {}, "outputs": [], "source": [ @@ -2392,7 +2392,7 @@ }, { "cell_type": "code", - "execution_count": 179, + "execution_count": 177, "metadata": {}, "outputs": [], "source": [ @@ -2417,7 +2417,7 @@ }, { "cell_type": "code", - "execution_count": 180, + "execution_count": 178, "metadata": {}, "outputs": [], "source": [ @@ -2432,7 +2432,7 @@ }, { "cell_type": "code", - "execution_count": 181, + "execution_count": 179, "metadata": {}, "outputs": [], "source": [ @@ -2441,7 +2441,7 @@ }, { "cell_type": "code", - "execution_count": 182, + "execution_count": 180, "metadata": {}, "outputs": [], "source": [ @@ -2454,7 +2454,7 @@ }, { "cell_type": "code", - "execution_count": 183, + "execution_count": 181, "metadata": {}, "outputs": [], "source": [ @@ -2470,7 +2470,7 @@ }, { "cell_type": "code", - "execution_count": 184, + "execution_count": 182, "metadata": {}, "outputs": [], "source": [ @@ -2485,7 +2485,7 @@ }, { "cell_type": "code", - "execution_count": 185, + "execution_count": 183, "metadata": {}, "outputs": [], "source": [ @@ -2513,7 +2513,7 @@ }, { "cell_type": "code", - "execution_count": 186, + "execution_count": 184, "metadata": {}, "outputs": [], "source": [ @@ -2556,7 +2556,7 @@ }, { "cell_type": "code", - "execution_count": 187, + "execution_count": 185, "metadata": {}, "outputs": [], "source": [ @@ -2566,7 +2566,7 @@ }, { "cell_type": "code", - "execution_count": 188, + "execution_count": 186, "metadata": {}, "outputs": [], "source": [ @@ -2575,7 +2575,7 @@ }, { "cell_type": "code", - "execution_count": 189, + "execution_count": 187, "metadata": {}, "outputs": [], "source": [ @@ -2584,7 +2584,7 @@ }, { "cell_type": "code", - "execution_count": 190, + "execution_count": 188, "metadata": {}, "outputs": [], "source": [ @@ -2594,7 +2594,7 @@ }, { "cell_type": "code", - "execution_count": 191, + "execution_count": 189, "metadata": {}, "outputs": [], "source": [ @@ -2603,7 +2603,7 @@ }, { "cell_type": "code", - "execution_count": 192, + "execution_count": 190, "metadata": {}, "outputs": [], "source": [ @@ -2619,7 +2619,7 @@ }, { "cell_type": "code", - "execution_count": 193, + "execution_count": 191, "metadata": {}, "outputs": [], "source": [ @@ -2629,7 +2629,7 @@ }, { "cell_type": "code", - "execution_count": 194, + "execution_count": 192, "metadata": {}, "outputs": [], "source": [ @@ -2638,7 +2638,7 @@ }, { "cell_type": "code", - "execution_count": 195, + "execution_count": 193, "metadata": {}, "outputs": [], "source": [ @@ -2654,7 +2654,7 @@ }, { "cell_type": "code", - "execution_count": 196, + "execution_count": 194, "metadata": {}, "outputs": [], "source": [ @@ -2663,7 +2663,7 @@ }, { "cell_type": "code", - "execution_count": 197, + "execution_count": 195, "metadata": {}, "outputs": [], "source": [ @@ -2673,7 +2673,7 @@ }, { "cell_type": "code", - "execution_count": 198, + "execution_count": 196, "metadata": {}, "outputs": [], "source": [ @@ -2683,7 +2683,7 @@ }, { "cell_type": "code", - "execution_count": 199, + "execution_count": 197, "metadata": {}, "outputs": [], "source": [ @@ -2692,7 +2692,7 @@ }, { "cell_type": "code", - "execution_count": 200, + "execution_count": 198, "metadata": {}, "outputs": [], "source": [ @@ -2701,7 +2701,7 @@ }, { "cell_type": "code", - "execution_count": 201, + "execution_count": 199, "metadata": {}, "outputs": [], "source": [ @@ -2710,7 +2710,7 @@ }, { "cell_type": "code", - "execution_count": 202, + "execution_count": 200, "metadata": {}, "outputs": [], "source": [ @@ -2726,7 +2726,7 @@ }, { "cell_type": "code", - "execution_count": 203, + "execution_count": 201, "metadata": {}, "outputs": [], "source": [ @@ -2738,7 +2738,7 @@ }, { "cell_type": "code", - "execution_count": 204, + "execution_count": 202, "metadata": {}, "outputs": [], "source": [ @@ -2747,7 +2747,7 @@ }, { "cell_type": "code", - "execution_count": 205, + "execution_count": 203, "metadata": {}, "outputs": [], "source": [ @@ -2756,7 +2756,7 @@ }, { "cell_type": "code", - "execution_count": 206, + "execution_count": 204, "metadata": {}, "outputs": [], "source": [ @@ -2776,7 +2776,7 @@ }, { "cell_type": "code", - "execution_count": 207, + "execution_count": 205, "metadata": {}, "outputs": [], "source": [ @@ -2788,7 +2788,7 @@ }, { "cell_type": "code", - "execution_count": 208, + "execution_count": 206, "metadata": {}, "outputs": [], "source": [ @@ -2800,7 +2800,7 @@ }, { "cell_type": "code", - "execution_count": 209, + "execution_count": 207, "metadata": {}, "outputs": [], "source": [ @@ -2827,7 +2827,7 @@ }, { "cell_type": "code", - "execution_count": 210, + "execution_count": 208, "metadata": {}, "outputs": [], "source": [ @@ -2840,7 +2840,7 @@ }, { "cell_type": "code", - "execution_count": 211, + "execution_count": 209, "metadata": {}, "outputs": [], "source": [ @@ -2849,7 +2849,7 @@ }, { "cell_type": "code", - "execution_count": 212, + "execution_count": 210, "metadata": {}, "outputs": [], "source": [ @@ -2865,7 +2865,7 @@ }, { "cell_type": "code", - "execution_count": 213, + "execution_count": 211, "metadata": {}, "outputs": [], "source": [ @@ -2879,7 +2879,7 @@ }, { "cell_type": "code", - "execution_count": 214, + "execution_count": 212, "metadata": {}, "outputs": [], "source": [ @@ -2888,7 +2888,7 @@ }, { "cell_type": "code", - "execution_count": 215, + "execution_count": 213, "metadata": {}, "outputs": [], "source": [ @@ -2904,7 +2904,7 @@ }, { "cell_type": "code", - "execution_count": 216, + "execution_count": 214, "metadata": {}, "outputs": [], "source": [ @@ -2917,7 +2917,7 @@ }, { "cell_type": "code", - "execution_count": 217, + "execution_count": 215, "metadata": {}, "outputs": [], "source": [ @@ -2933,7 +2933,7 @@ }, { "cell_type": "code", - "execution_count": 218, + "execution_count": 216, "metadata": {}, "outputs": [], "source": [ @@ -2946,7 +2946,7 @@ }, { "cell_type": "code", - "execution_count": 219, + "execution_count": 217, "metadata": {}, "outputs": [], "source": [ @@ -2956,7 +2956,7 @@ }, { "cell_type": "code", - "execution_count": 220, + "execution_count": 218, "metadata": {}, "outputs": [], "source": [ @@ -2966,7 +2966,7 @@ }, { "cell_type": "code", - "execution_count": 221, + "execution_count": 219, "metadata": {}, "outputs": [], "source": [ @@ -2979,7 +2979,7 @@ }, { "cell_type": "code", - "execution_count": 222, + "execution_count": 220, "metadata": {}, "outputs": [], "source": [ @@ -2989,7 +2989,7 @@ }, { "cell_type": "code", - "execution_count": 223, + "execution_count": 221, "metadata": {}, "outputs": [], "source": [ @@ -2999,7 +2999,7 @@ }, { "cell_type": "code", - "execution_count": 224, + "execution_count": 222, "metadata": {}, "outputs": [], "source": [ @@ -3014,7 +3014,7 @@ }, { "cell_type": "code", - "execution_count": 225, + "execution_count": 223, "metadata": {}, "outputs": [], "source": [ @@ -3025,7 +3025,7 @@ }, { "cell_type": "code", - "execution_count": 226, + "execution_count": 224, "metadata": { "scrolled": true }, @@ -3044,7 +3044,7 @@ }, { "cell_type": "code", - "execution_count": 227, + "execution_count": 225, "metadata": {}, "outputs": [], "source": [ @@ -3058,7 +3058,7 @@ }, { "cell_type": "code", - "execution_count": 228, + "execution_count": 226, "metadata": {}, "outputs": [], "source": [ @@ -3082,7 +3082,7 @@ }, { "cell_type": "code", - "execution_count": 229, + "execution_count": 227, "metadata": {}, "outputs": [], "source": [ @@ -3094,7 +3094,7 @@ }, { "cell_type": "code", - "execution_count": 230, + "execution_count": 228, "metadata": {}, "outputs": [], "source": [ @@ -3106,7 +3106,7 @@ }, { "cell_type": "code", - "execution_count": 231, + "execution_count": 229, "metadata": {}, "outputs": [], "source": [ @@ -3135,7 +3135,7 @@ }, { "cell_type": "code", - "execution_count": 232, + "execution_count": 230, "metadata": {}, "outputs": [], "source": [ @@ -3160,7 +3160,7 @@ }, { "cell_type": "code", - "execution_count": 233, + "execution_count": 231, "metadata": {}, "outputs": [], "source": [ @@ -3169,7 +3169,7 @@ }, { "cell_type": "code", - "execution_count": 234, + "execution_count": 232, "metadata": {}, "outputs": [], "source": [ @@ -3187,7 +3187,7 @@ }, { "cell_type": "code", - "execution_count": 235, + "execution_count": 233, "metadata": {}, "outputs": [], "source": [ @@ -3196,7 +3196,7 @@ }, { "cell_type": "code", - "execution_count": 236, + "execution_count": 234, "metadata": {}, "outputs": [], "source": [ @@ -3212,7 +3212,7 @@ }, { "cell_type": "code", - "execution_count": 237, + "execution_count": 235, "metadata": {}, "outputs": [], "source": [ @@ -3230,7 +3230,7 @@ }, { "cell_type": "code", - "execution_count": 238, + "execution_count": 236, "metadata": {}, "outputs": [], "source": [ @@ -3239,7 +3239,7 @@ }, { "cell_type": "code", - "execution_count": 239, + "execution_count": 237, "metadata": {}, "outputs": [], "source": [ @@ -3248,7 +3248,7 @@ }, { "cell_type": "code", - "execution_count": 240, + "execution_count": 238, "metadata": {}, "outputs": [], "source": [ @@ -3273,7 +3273,7 @@ }, { "cell_type": "code", - "execution_count": 241, + "execution_count": 239, "metadata": {}, "outputs": [], "source": [ @@ -3319,7 +3319,7 @@ }, { "cell_type": "code", - "execution_count": 242, + "execution_count": 240, "metadata": { "scrolled": false }, diff --git a/13_loading_and_preprocessing_data.ipynb b/13_loading_and_preprocessing_data.ipynb index c84fc19..901c074 100644 --- a/13_loading_and_preprocessing_data.ipynb +++ b/13_loading_and_preprocessing_data.ipynb @@ -1286,7 +1286,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 80, "metadata": {}, "outputs": [], "source": [ @@ -1634,7 +1634,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 106, "metadata": {}, "outputs": [], "source": [