OpenML
Supervised Classification on Internet-Advertisements

Supervised Classification on Internet-Advertisements

Task 146085 Supervised Classification Internet-Advertisements 12645 runs submitted
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0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9704, f_measure: 0.9738, kappa: 0.89, kb_relative_information_score: 2679.1653, mean_absolute_error: 0.0362, mean_prior_absolute_error: 0.2409, number_of_instances: 3279, precision: 0.9737, predictive_accuracy: 0.9741, prior_entropy: 0.5848, recall: 0.9741, relative_absolute_error: 0.1502, root_mean_prior_squared_error: 0.347, root_mean_squared_error: 0.1462, root_relative_squared_error: 0.4215, scimark_benchmark: 1858.2223, usercpu_time_millis: 1887.136, usercpu_time_millis_testing: 1.391, usercpu_time_millis_training: 1885.745,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9748, f_measure: 0.9717, kappa: 0.88, kb_relative_information_score: 2546.3702, mean_absolute_error: 0.0495, mean_prior_absolute_error: 0.2409, number_of_instances: 3279, precision: 0.9718, predictive_accuracy: 0.9722, prior_entropy: 0.5848, recall: 0.9722, relative_absolute_error: 0.2053, root_mean_prior_squared_error: 0.347, root_mean_squared_error: 0.1544, root_relative_squared_error: 0.445, scimark_benchmark: 1792.6392, usercpu_time_millis: 1422.476, usercpu_time_millis_testing: 1.721, usercpu_time_millis_training: 1420.755,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9762, f_measure: 0.9717, kappa: 0.8803, kb_relative_information_score: 2546.7446, mean_absolute_error: 0.0481, mean_prior_absolute_error: 0.2409, number_of_instances: 3279, precision: 0.9718, predictive_accuracy: 0.9722, prior_entropy: 0.5848, recall: 0.9722, relative_absolute_error: 0.1997, root_mean_prior_squared_error: 0.347, root_mean_squared_error: 0.1499, root_relative_squared_error: 0.4321, scimark_benchmark: 1852.355, usercpu_time_millis: 1273.038, usercpu_time_millis_testing: 2.049, usercpu_time_millis_training: 1270.989,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9719, f_measure: 0.9747, kappa: 0.8938, kb_relative_information_score: 2654.1568, mean_absolute_error: 0.0386, mean_prior_absolute_error: 0.2409, number_of_instances: 3279, precision: 0.9746, predictive_accuracy: 0.975, prior_entropy: 0.5848, recall: 0.975, relative_absolute_error: 0.1601, root_mean_prior_squared_error: 0.347, root_mean_squared_error: 0.1451, root_relative_squared_error: 0.4181, scimark_benchmark: 2138.3592, usercpu_time_millis: 1210.733, usercpu_time_millis_testing: 0.956, usercpu_time_millis_training: 1209.777,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9742, f_measure: 0.9643, kappa: 0.8478, kb_relative_information_score: 2456.492, mean_absolute_error: 0.0566, mean_prior_absolute_error: 0.2409, number_of_instances: 3279, precision: 0.9645, predictive_accuracy: 0.9652, prior_entropy: 0.5848, recall: 0.9652, relative_absolute_error: 0.235, root_mean_prior_squared_error: 0.347, root_mean_squared_error: 0.1633, root_relative_squared_error: 0.4707, scimark_benchmark: 1853.9849, usercpu_time_millis: 1006.165, usercpu_time_millis_testing: 1.788, usercpu_time_millis_training: 1004.377,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.961, f_measure: 0.9496, kappa: 0.7875, kb_relative_information_score: 2117.312, mean_absolute_error: 0.0894, mean_prior_absolute_error: 0.2409, number_of_instances: 3279, precision: 0.9492, predictive_accuracy: 0.9503, prior_entropy: 0.5848, recall: 0.9503, relative_absolute_error: 0.3712, root_mean_prior_squared_error: 0.347, root_mean_squared_error: 0.1988, root_relative_squared_error: 0.5729, scimark_benchmark: 1854.6408, usercpu_time_millis: 800.901, usercpu_time_millis_testing: 1.471, usercpu_time_millis_training: 799.43,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9721, f_measure: 0.9594, kappa: 0.8321, kb_relative_information_score: 2296.4057, mean_absolute_error: 0.0661, mean_prior_absolute_error: 0.2409, number_of_instances: 3279, precision: 0.9596, predictive_accuracy: 0.9591, prior_entropy: 0.5848, recall: 0.9591, relative_absolute_error: 0.2745, root_mean_prior_squared_error: 0.347, root_mean_squared_error: 0.1716, root_relative_squared_error: 0.4945, scimark_benchmark: 1853.5297, usercpu_time_millis: 767.879, usercpu_time_millis_testing: 1.838, usercpu_time_millis_training: 766.041,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9761, f_measure: 0.9737, kappa: 0.889, kb_relative_information_score: 2641.9142, mean_absolute_error: 0.0413, mean_prior_absolute_error: 0.2409, number_of_instances: 3279, precision: 0.9737, predictive_accuracy: 0.9741, prior_entropy: 0.5848, recall: 0.9741, relative_absolute_error: 0.1713, root_mean_prior_squared_error: 0.347, root_mean_squared_error: 0.1448, root_relative_squared_error: 0.4173, scimark_benchmark: 1859.2084, usercpu_time_millis: 604.271, usercpu_time_millis_testing: 1.059, usercpu_time_millis_training: 603.212,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9815, f_measure: 0.9751, kappa: 0.8948, kb_relative_information_score: 2559.1749, mean_absolute_error: 0.0499, mean_prior_absolute_error: 0.2409, number_of_instances: 3279, precision: 0.9753, predictive_accuracy: 0.9756, prior_entropy: 0.5848, recall: 0.9756, relative_absolute_error: 0.2072, root_mean_prior_squared_error: 0.347, root_mean_squared_error: 0.1444, root_relative_squared_error: 0.4162, scimark_benchmark: 1847.7335, usercpu_time_millis: 532.138, usercpu_time_millis_testing: 2.796, usercpu_time_millis_training: 529.342,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9732, f_measure: 0.9663, kappa: 0.8572, kb_relative_information_score: 2463.0338, mean_absolute_error: 0.0559, mean_prior_absolute_error: 0.2409, number_of_instances: 3279, precision: 0.9664, predictive_accuracy: 0.9671, prior_entropy: 0.5848, recall: 0.9671, relative_absolute_error: 0.2321, root_mean_prior_squared_error: 0.347, root_mean_squared_error: 0.1601, root_relative_squared_error: 0.4614, scimark_benchmark: 1850.2875, usercpu_time_millis: 419.89, usercpu_time_millis_testing: 1.063, usercpu_time_millis_training: 418.827,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9729, f_measure: 0.9759, kappa: 0.8986, kb_relative_information_score: 2674.9853, mean_absolute_error: 0.0375, mean_prior_absolute_error: 0.2409, number_of_instances: 3279, precision: 0.9759, predictive_accuracy: 0.9762, prior_entropy: 0.5848, recall: 0.9762, relative_absolute_error: 0.1557, root_mean_prior_squared_error: 0.347, root_mean_squared_error: 0.1426, root_relative_squared_error: 0.4109, scimark_benchmark: 2142.0535, usercpu_time_millis: 392.527, usercpu_time_millis_testing: 0.633, usercpu_time_millis_training: 391.894,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9758, f_measure: 0.9743, kappa: 0.8918, kb_relative_information_score: 2643.5335, mean_absolute_error: 0.0413, mean_prior_absolute_error: 0.2409, number_of_instances: 3279, precision: 0.9743, predictive_accuracy: 0.9747, prior_entropy: 0.5848, recall: 0.9747, relative_absolute_error: 0.1716, root_mean_prior_squared_error: 0.347, root_mean_squared_error: 0.1431, root_relative_squared_error: 0.4125, scimark_benchmark: 1099.5225, usercpu_time_millis: 282.22, usercpu_time_millis_testing: 1.472, usercpu_time_millis_training: 280.748,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9769, f_measure: 0.9628, kappa: 0.8387, kb_relative_information_score: 2156.5283, mean_absolute_error: 0.0884, mean_prior_absolute_error: 0.2409, number_of_instances: 3279, precision: 0.965, predictive_accuracy: 0.9646, prior_entropy: 0.5848, recall: 0.9646, relative_absolute_error: 0.3669, root_mean_prior_squared_error: 0.347, root_mean_squared_error: 0.1736, root_relative_squared_error: 0.5002, scimark_benchmark: 1854.1098, usercpu_time_millis: 118.516, usercpu_time_millis_testing: 2.843, usercpu_time_millis_training: 115.673,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9671, f_measure: 0.955, kappa: 0.8025, kb_relative_information_score: 1980.2005, mean_absolute_error: 0.1046, mean_prior_absolute_error: 0.2409, number_of_instances: 3279, precision: 0.9589, predictive_accuracy: 0.9579, prior_entropy: 0.5848, recall: 0.9579, relative_absolute_error: 0.4343, root_mean_prior_squared_error: 0.347, root_mean_squared_error: 0.1951, root_relative_squared_error: 0.5624, scimark_benchmark: 1853.9121, usercpu_time_millis: 27.373, usercpu_time_millis_testing: 0.741, usercpu_time_millis_training: 26.632,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4992, f_measure: 0.7953, kb_relative_information_score: -0.2352, mean_absolute_error: 0.2408, mean_prior_absolute_error: 0.2409, number_of_instances: 3279, precision: 0.7396, predictive_accuracy: 0.86, prior_entropy: 0.5848, recall: 0.86, relative_absolute_error: 0.9996, root_mean_prior_squared_error: 0.347, root_mean_squared_error: 0.347, root_relative_squared_error: 1, scimark_benchmark: 1845.3208, usercpu_time_millis: 7.273, usercpu_time_millis_testing: 1.312, usercpu_time_millis_training: 5.961,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4999, f_measure: 0.7953, kb_relative_information_score: -17.4766, mean_absolute_error: 0.2411, mean_prior_absolute_error: 0.2409, number_of_instances: 3279, precision: 0.7396, predictive_accuracy: 0.86, prior_entropy: 0.5848, recall: 0.86, relative_absolute_error: 1.0008, root_mean_prior_squared_error: 0.347, root_mean_squared_error: 0.347, root_relative_squared_error: 1, scimark_benchmark: 1850.2875, usercpu_time_millis: 3.205, usercpu_time_millis_testing: 0.549, usercpu_time_millis_training: 2.656,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4995, f_measure: 0.7953, kb_relative_information_score: -2.7928, mean_absolute_error: 0.2408, mean_prior_absolute_error: 0.2409, number_of_instances: 3279, precision: 0.7396, predictive_accuracy: 0.86, prior_entropy: 0.5848, recall: 0.86, relative_absolute_error: 0.9995, root_mean_prior_squared_error: 0.347, root_mean_squared_error: 0.347, root_relative_squared_error: 1, scimark_benchmark: 1853.9121, usercpu_time_millis: 4.609, usercpu_time_millis_testing: 0.721, usercpu_time_millis_training: 3.888,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9313, f_measure: 0.9504, kappa: 0.7968, kb_relative_information_score: 2334.3046, mean_absolute_error: 0.0551, mean_prior_absolute_error: 0.2409, number_of_instances: 3279, precision: 0.9513, predictive_accuracy: 0.9497, prior_entropy: 0.5848, recall: 0.9497, relative_absolute_error: 0.2285, root_mean_prior_squared_error: 0.347, root_mean_squared_error: 0.195, root_relative_squared_error: 0.5621, scimark_benchmark: 1848.916, usercpu_time_millis: 4.003, usercpu_time_millis_testing: 0.483, usercpu_time_millis_training: 3.52,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.4995, f_measure: 0.7953, kb_relative_information_score: -6.7962, mean_absolute_error: 0.241, mean_prior_absolute_error: 0.2409, number_of_instances: 3279, precision: 0.7396, predictive_accuracy: 0.86, prior_entropy: 0.5848, recall: 0.86, relative_absolute_error: 1.0002, root_mean_prior_squared_error: 0.347, root_mean_squared_error: 0.347, root_relative_squared_error: 1, scimark_benchmark: 1827.2992, usercpu_time_millis: 3.896, usercpu_time_millis_testing: 0.622, usercpu_time_millis_training: 3.274,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9731, f_measure: 0.9713, kappa: 0.8786, kb_relative_information_score: 2567.6976, mean_absolute_error: 0.0463, mean_prior_absolute_error: 0.2409, number_of_instances: 3279, precision: 0.9715, predictive_accuracy: 0.9719, prior_entropy: 0.5848, recall: 0.9719, relative_absolute_error: 0.1923, root_mean_prior_squared_error: 0.347, root_mean_squared_error: 0.1529, root_relative_squared_error: 0.4407, scimark_benchmark: 1513.206, usercpu_time_millis: 2981.24, usercpu_time_millis_testing: 1.6, usercpu_time_millis_training: 2979.64,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9697, f_measure: 0.9611, kappa: 0.839, kb_relative_information_score: 2345.1261, mean_absolute_error: 0.061, mean_prior_absolute_error: 0.2409, number_of_instances: 3279, precision: 0.9613, predictive_accuracy: 0.961, prior_entropy: 0.5848, recall: 0.961, relative_absolute_error: 0.2531, root_mean_prior_squared_error: 0.347, root_mean_squared_error: 0.1695, root_relative_squared_error: 0.4886, scimark_benchmark: 1452.1669, usercpu_time_millis: 2093.93, usercpu_time_millis_testing: 1.35, usercpu_time_millis_training: 2092.58,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9738, f_measure: 0.9696, kappa: 0.8702, kb_relative_information_score: 2185.8595, mean_absolute_error: 0.082, mean_prior_absolute_error: 0.2409, number_of_instances: 3279, precision: 0.9701, predictive_accuracy: 0.9704, prior_entropy: 0.5848, recall: 0.9704, relative_absolute_error: 0.3403, root_mean_prior_squared_error: 0.347, root_mean_squared_error: 0.1717, root_relative_squared_error: 0.4949, scimark_benchmark: 1509.9228, usercpu_time_millis: 152.53, usercpu_time_millis_testing: 1.08, usercpu_time_millis_training: 151.45,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9788, f_measure: 0.9751, kappa: 0.8942, kb_relative_information_score: 2509.5336, mean_absolute_error: 0.0545, mean_prior_absolute_error: 0.2409, number_of_instances: 3279, precision: 0.9753, predictive_accuracy: 0.9756, prior_entropy: 0.5848, recall: 0.9756, relative_absolute_error: 0.2262, root_mean_prior_squared_error: 0.347, root_mean_squared_error: 0.1517, root_relative_squared_error: 0.4371, scimark_benchmark: 1524.5179, usercpu_time_millis: 179.11, usercpu_time_millis_testing: 1.07, usercpu_time_millis_training: 178.04,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9665, f_measure: 0.9592, kappa: 0.8319, kb_relative_information_score: 2248.0313, mean_absolute_error: 0.0705, mean_prior_absolute_error: 0.2409, number_of_instances: 3279, precision: 0.9596, predictive_accuracy: 0.9588, prior_entropy: 0.5848, recall: 0.9588, relative_absolute_error: 0.2924, root_mean_prior_squared_error: 0.347, root_mean_squared_error: 0.1769, root_relative_squared_error: 0.5098, scimark_benchmark: 1499.6465, usercpu_time_millis: 66.89, usercpu_time_millis_testing: 0.63, usercpu_time_millis_training: 66.26,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9699, f_measure: 0.9674, kappa: 0.8632, kb_relative_information_score: 2393.6826, mean_absolute_error: 0.0575, mean_prior_absolute_error: 0.2409, number_of_instances: 3279, precision: 0.9672, predictive_accuracy: 0.9677, prior_entropy: 0.5848, recall: 0.9677, relative_absolute_error: 0.2388, root_mean_prior_squared_error: 0.347, root_mean_squared_error: 0.1641, root_relative_squared_error: 0.4731, scimark_benchmark: 1493.632, usercpu_time_millis: 3694.34, usercpu_time_millis_testing: 1.58, usercpu_time_millis_training: 3692.76,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9798, f_measure: 0.9742, kappa: 0.8912, kb_relative_information_score: 2619.8737, mean_absolute_error: 0.0439, mean_prior_absolute_error: 0.2409, number_of_instances: 3279, precision: 0.9743, predictive_accuracy: 0.9747, prior_entropy: 0.5848, recall: 0.9747, relative_absolute_error: 0.1821, root_mean_prior_squared_error: 0.347, root_mean_squared_error: 0.1434, root_relative_squared_error: 0.4134, scimark_benchmark: 1451.527, usercpu_time_millis: 341.97, usercpu_time_millis_testing: 0.94, usercpu_time_millis_training: 341.03,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9825, f_measure: 0.977, kappa: 0.9031, kb_relative_information_score: 2640.658, mean_absolute_error: 0.0429, mean_prior_absolute_error: 0.2409, number_of_instances: 3279, precision: 0.9772, predictive_accuracy: 0.9774, prior_entropy: 0.5848, recall: 0.9774, relative_absolute_error: 0.1779, root_mean_prior_squared_error: 0.347, root_mean_squared_error: 0.1395, root_relative_squared_error: 0.4021, scimark_benchmark: 1582.8895, usercpu_time_millis: 899.6, usercpu_time_millis_testing: 2.7, usercpu_time_millis_training: 896.9,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9811, f_measure: 0.9748, kappa: 0.8932, kb_relative_information_score: 2485.5774, mean_absolute_error: 0.056, mean_prior_absolute_error: 0.2409, number_of_instances: 3279, precision: 0.975, predictive_accuracy: 0.9753, prior_entropy: 0.5848, recall: 0.9753, relative_absolute_error: 0.2325, root_mean_prior_squared_error: 0.347, root_mean_squared_error: 0.1495, root_relative_squared_error: 0.4307, scimark_benchmark: 1507.5048, usercpu_time_millis: 78.09, usercpu_time_millis_testing: 0.85, usercpu_time_millis_training: 77.24,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5003, f_measure: 0.7953, kb_relative_information_score: -0.902, mean_absolute_error: 0.2406, mean_prior_absolute_error: 0.2409, number_of_instances: 3279, precision: 0.7396, predictive_accuracy: 0.86, prior_entropy: 0.5848, recall: 0.86, relative_absolute_error: 0.9987, root_mean_prior_squared_error: 0.347, root_mean_squared_error: 0.347, root_relative_squared_error: 1, scimark_benchmark: 1477.961, usercpu_time_millis: 3.93, usercpu_time_millis_testing: 0.65, usercpu_time_millis_training: 3.28,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9652, f_measure: 0.9599, kappa: 0.8343, kb_relative_information_score: 2288.151, mean_absolute_error: 0.0673, mean_prior_absolute_error: 0.2409, number_of_instances: 3279, precision: 0.9601, predictive_accuracy: 0.9597, prior_entropy: 0.5848, recall: 0.9597, relative_absolute_error: 0.2794, root_mean_prior_squared_error: 0.347, root_mean_squared_error: 0.1819, root_relative_squared_error: 0.5241, scimark_benchmark: 1493.9285, usercpu_time_millis: 2970, usercpu_time_millis_testing: 1.9, usercpu_time_millis_training: 2968.1,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9655, f_measure: 0.9591, kappa: 0.8313, kb_relative_information_score: 2288.8835, mean_absolute_error: 0.0662, mean_prior_absolute_error: 0.2409, number_of_instances: 3279, precision: 0.9595, predictive_accuracy: 0.9588, prior_entropy: 0.5848, recall: 0.9588, relative_absolute_error: 0.2746, root_mean_prior_squared_error: 0.347, root_mean_squared_error: 0.181, root_relative_squared_error: 0.5217, scimark_benchmark: 1465.8911, usercpu_time_millis: 3738.95, usercpu_time_millis_testing: 1.9, usercpu_time_millis_training: 3737.05,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9688, f_measure: 0.9699, kappa: 0.8726, kb_relative_information_score: 2563.2259, mean_absolute_error: 0.046, mean_prior_absolute_error: 0.2409, number_of_instances: 3279, precision: 0.9699, predictive_accuracy: 0.9704, prior_entropy: 0.5848, recall: 0.9704, relative_absolute_error: 0.1909, root_mean_prior_squared_error: 0.347, root_mean_squared_error: 0.157, root_relative_squared_error: 0.4525, scimark_benchmark: 1491.0292, usercpu_time_millis: 4452.69, usercpu_time_millis_testing: 1.67, usercpu_time_millis_training: 4451.02,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9817, f_measure: 0.9754, kappa: 0.896, kb_relative_information_score: 2609.6579, mean_absolute_error: 0.0456, mean_prior_absolute_error: 0.2409, number_of_instances: 3279, precision: 0.9756, predictive_accuracy: 0.9759, prior_entropy: 0.5848, recall: 0.9759, relative_absolute_error: 0.1894, root_mean_prior_squared_error: 0.347, root_mean_squared_error: 0.1424, root_relative_squared_error: 0.4105, scimark_benchmark: 1578.1943, usercpu_time_millis: 379.95, usercpu_time_millis_testing: 1.32, usercpu_time_millis_training: 378.63,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9837, f_measure: 0.976, kappa: 0.8981, kb_relative_information_score: 2519.6794, mean_absolute_error: 0.0553, mean_prior_absolute_error: 0.2409, number_of_instances: 3279, precision: 0.9763, predictive_accuracy: 0.9765, prior_entropy: 0.5848, recall: 0.9765, relative_absolute_error: 0.2296, root_mean_prior_squared_error: 0.347, root_mean_squared_error: 0.1458, root_relative_squared_error: 0.4201, scimark_benchmark: 1507.5071, usercpu_time_millis: 329.06, usercpu_time_millis_testing: 3.31, usercpu_time_millis_training: 325.75,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9772, f_measure: 0.9761, kappa: 0.8993, kb_relative_information_score: 2614.2117, mean_absolute_error: 0.0439, mean_prior_absolute_error: 0.2409, number_of_instances: 3279, precision: 0.9762, predictive_accuracy: 0.9765, prior_entropy: 0.5848, recall: 0.9765, relative_absolute_error: 0.1822, root_mean_prior_squared_error: 0.347, root_mean_squared_error: 0.1469, root_relative_squared_error: 0.4233, scimark_benchmark: 1518.3559, usercpu_time_millis: 1774.52, usercpu_time_millis_testing: 1.79, usercpu_time_millis_training: 1772.73,
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0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9372, f_measure: 0.93, kappa: 0.6969, kb_relative_information_score: 1843.0397, mean_absolute_error: 0.1134, mean_prior_absolute_error: 0.2409, number_of_instances: 3279, precision: 0.9298, predictive_accuracy: 0.9332, prior_entropy: 0.5848, recall: 0.9332, relative_absolute_error: 0.4708, root_mean_prior_squared_error: 0.347, root_mean_squared_error: 0.2183, root_relative_squared_error: 0.6291, scimark_benchmark: 1487.8492, usercpu_time_millis: 54.87, usercpu_time_millis_testing: 0.59, usercpu_time_millis_training: 54.28,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9739, f_measure: 0.971, kappa: 0.8774, kb_relative_information_score: 2583.9359, mean_absolute_error: 0.0448, mean_prior_absolute_error: 0.2409, number_of_instances: 3279, precision: 0.9712, predictive_accuracy: 0.9716, prior_entropy: 0.5848, recall: 0.9716, relative_absolute_error: 0.1859, root_mean_prior_squared_error: 0.347, root_mean_squared_error: 0.1529, root_relative_squared_error: 0.4406, scimark_benchmark: 1531.246, usercpu_time_millis: 5578.61, usercpu_time_millis_testing: 2.09, usercpu_time_millis_training: 5576.52,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.969, f_measure: 0.9722, kappa: 0.8828, kb_relative_information_score: 2675.846, mean_absolute_error: 0.0369, mean_prior_absolute_error: 0.2409, number_of_instances: 3279, precision: 0.9721, predictive_accuracy: 0.9726, prior_entropy: 0.5848, recall: 0.9726, relative_absolute_error: 0.1531, root_mean_prior_squared_error: 0.347, root_mean_squared_error: 0.149, root_relative_squared_error: 0.4295, scimark_benchmark: 1538.8123, usercpu_time_millis: 6157.6, usercpu_time_millis_testing: 1.72, usercpu_time_millis_training: 6155.88,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.968, f_measure: 0.9705, kappa: 0.875, kb_relative_information_score: 2587.1906, mean_absolute_error: 0.0439, mean_prior_absolute_error: 0.2409, number_of_instances: 3279, precision: 0.9705, predictive_accuracy: 0.971, prior_entropy: 0.5848, recall: 0.971, relative_absolute_error: 0.1824, root_mean_prior_squared_error: 0.347, root_mean_squared_error: 0.1543, root_relative_squared_error: 0.4448, scimark_benchmark: 1593.6487, usercpu_time_millis: 532.47, usercpu_time_millis_testing: 0.6, usercpu_time_millis_training: 531.87,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9742, f_measure: 0.9721, kappa: 0.8819, kb_relative_information_score: 2243.6837, mean_absolute_error: 0.0734, mean_prior_absolute_error: 0.2409, number_of_instances: 3279, precision: 0.9721, predictive_accuracy: 0.9726, prior_entropy: 0.5848, recall: 0.9726, relative_absolute_error: 0.3046, root_mean_prior_squared_error: 0.347, root_mean_squared_error: 0.1689, root_relative_squared_error: 0.4869, scimark_benchmark: 1507.0033, usercpu_time_millis: 372.57, usercpu_time_millis_testing: 1.2, usercpu_time_millis_training: 371.37,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9674, f_measure: 0.9589, kappa: 0.8311, kb_relative_information_score: 2263.1995, mean_absolute_error: 0.0692, mean_prior_absolute_error: 0.2409, number_of_instances: 3279, precision: 0.9595, predictive_accuracy: 0.9585, prior_entropy: 0.5848, recall: 0.9585, relative_absolute_error: 0.2872, root_mean_prior_squared_error: 0.347, root_mean_squared_error: 0.1754, root_relative_squared_error: 0.5055, scimark_benchmark: 1517.7909, usercpu_time_millis: 2427.68, usercpu_time_millis_testing: 2.23, usercpu_time_millis_training: 2425.45,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9755, f_measure: 0.9752, kappa: 0.8952, kb_relative_information_score: 2605.0528, mean_absolute_error: 0.0449, mean_prior_absolute_error: 0.2409, number_of_instances: 3279, precision: 0.9753, predictive_accuracy: 0.9756, prior_entropy: 0.5848, recall: 0.9756, relative_absolute_error: 0.1862, root_mean_prior_squared_error: 0.347, root_mean_squared_error: 0.1464, root_relative_squared_error: 0.422, scimark_benchmark: 1514.806, usercpu_time_millis: 663.18, usercpu_time_millis_testing: 1, usercpu_time_millis_training: 662.18,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9659, f_measure: 0.9594, kappa: 0.8321, kb_relative_information_score: 2286.9335, mean_absolute_error: 0.0671, mean_prior_absolute_error: 0.2409, number_of_instances: 3279, precision: 0.9596, predictive_accuracy: 0.9591, prior_entropy: 0.5848, recall: 0.9591, relative_absolute_error: 0.2786, root_mean_prior_squared_error: 0.347, root_mean_squared_error: 0.1809, root_relative_squared_error: 0.5213, scimark_benchmark: 1495.1428, usercpu_time_millis: 1441.5, usercpu_time_millis_testing: 1.2, usercpu_time_millis_training: 1440.3,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9686, f_measure: 0.9591, kappa: 0.831, kb_relative_information_score: 2292.0401, mean_absolute_error: 0.0666, mean_prior_absolute_error: 0.2409, number_of_instances: 3279, precision: 0.9594, predictive_accuracy: 0.9588, prior_entropy: 0.5848, recall: 0.9588, relative_absolute_error: 0.2766, root_mean_prior_squared_error: 0.347, root_mean_squared_error: 0.1798, root_relative_squared_error: 0.5183, scimark_benchmark: 1471.8352, usercpu_time_millis: 2955.61, usercpu_time_millis_testing: 1.99, usercpu_time_millis_training: 2953.62,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9679, f_measure: 0.9587, kappa: 0.8296, kb_relative_information_score: 2321.7937, mean_absolute_error: 0.0635, mean_prior_absolute_error: 0.2409, number_of_instances: 3279, precision: 0.959, predictive_accuracy: 0.9585, prior_entropy: 0.5848, recall: 0.9585, relative_absolute_error: 0.2634, root_mean_prior_squared_error: 0.347, root_mean_squared_error: 0.1744, root_relative_squared_error: 0.5026, scimark_benchmark: 1482.6584, usercpu_time_millis: 2555.73, usercpu_time_millis_testing: 1.42, usercpu_time_millis_training: 2554.31,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9731, f_measure: 0.9711, kappa: 0.8776, kb_relative_information_score: 2605.9594, mean_absolute_error: 0.0427, mean_prior_absolute_error: 0.2409, number_of_instances: 3279, precision: 0.9712, predictive_accuracy: 0.9716, prior_entropy: 0.5848, recall: 0.9716, relative_absolute_error: 0.1772, root_mean_prior_squared_error: 0.347, root_mean_squared_error: 0.1507, root_relative_squared_error: 0.4343, scimark_benchmark: 1528.8666, usercpu_time_millis: 6931.21, usercpu_time_millis_testing: 2.19, usercpu_time_millis_training: 6929.02,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.968, f_measure: 0.9747, kappa: 0.8934, kb_relative_information_score: 2666.0226, mean_absolute_error: 0.0378, mean_prior_absolute_error: 0.2409, number_of_instances: 3279, precision: 0.9746, predictive_accuracy: 0.975, prior_entropy: 0.5848, recall: 0.975, relative_absolute_error: 0.1567, root_mean_prior_squared_error: 0.347, root_mean_squared_error: 0.1452, root_relative_squared_error: 0.4186, scimark_benchmark: 1514.0462, usercpu_time_millis: 1012.53, usercpu_time_millis_testing: 0.67, usercpu_time_millis_training: 1011.86,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9613, f_measure: 0.9588, kappa: 0.8302, kb_relative_information_score: 2275.4111, mean_absolute_error: 0.0668, mean_prior_absolute_error: 0.2409, number_of_instances: 3279, precision: 0.9592, predictive_accuracy: 0.9585, prior_entropy: 0.5848, recall: 0.9585, relative_absolute_error: 0.2774, root_mean_prior_squared_error: 0.347, root_mean_squared_error: 0.1855, root_relative_squared_error: 0.5345, scimark_benchmark: 1473.7346, usercpu_time_millis: 349.32, usercpu_time_millis_testing: 0.61, usercpu_time_millis_training: 348.71,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9681, f_measure: 0.9592, kappa: 0.8319, kb_relative_information_score: 2277.1189, mean_absolute_error: 0.0672, mean_prior_absolute_error: 0.2409, number_of_instances: 3279, precision: 0.9596, predictive_accuracy: 0.9588, prior_entropy: 0.5848, recall: 0.9588, relative_absolute_error: 0.279, root_mean_prior_squared_error: 0.347, root_mean_squared_error: 0.1769, root_relative_squared_error: 0.51, scimark_benchmark: 1479.456, usercpu_time_millis: 1497.93, usercpu_time_millis_testing: 1.26, usercpu_time_millis_training: 1496.67,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9694, f_measure: 0.9538, kappa: 0.8061, kb_relative_information_score: 2261.8553, mean_absolute_error: 0.0709, mean_prior_absolute_error: 0.2409, number_of_instances: 3279, precision: 0.9535, predictive_accuracy: 0.9543, prior_entropy: 0.5848, recall: 0.9543, relative_absolute_error: 0.2944, root_mean_prior_squared_error: 0.347, root_mean_squared_error: 0.1842, root_relative_squared_error: 0.5308, scimark_benchmark: 1509.4399, usercpu_time_millis: 1376.91, usercpu_time_millis_testing: 1.48, usercpu_time_millis_training: 1375.43,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9683, f_measure: 0.9597, kappa: 0.8341, kb_relative_information_score: 2278.8205, mean_absolute_error: 0.0673, mean_prior_absolute_error: 0.2409, number_of_instances: 3279, precision: 0.9601, predictive_accuracy: 0.9594, prior_entropy: 0.5848, recall: 0.9594, relative_absolute_error: 0.2793, root_mean_prior_squared_error: 0.347, root_mean_squared_error: 0.1758, root_relative_squared_error: 0.5068, scimark_benchmark: 1525.3146, usercpu_time_millis: 874.27, usercpu_time_millis_testing: 1.05, usercpu_time_millis_training: 873.22,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9685, f_measure: 0.963, kappa: 0.8463, kb_relative_information_score: 2365.2872, mean_absolute_error: 0.0593, mean_prior_absolute_error: 0.2409, number_of_instances: 3279, precision: 0.963, predictive_accuracy: 0.9631, prior_entropy: 0.5848, recall: 0.9631, relative_absolute_error: 0.2462, root_mean_prior_squared_error: 0.347, root_mean_squared_error: 0.1693, root_relative_squared_error: 0.4879, scimark_benchmark: 1507.9765, usercpu_time_millis: 2904.14, usercpu_time_millis_testing: 1.23, usercpu_time_millis_training: 2902.91,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9656, f_measure: 0.9564, kappa: 0.819, kb_relative_information_score: 2272.388, mean_absolute_error: 0.0738, mean_prior_absolute_error: 0.2409, number_of_instances: 3279, precision: 0.9564, predictive_accuracy: 0.9564, prior_entropy: 0.5848, recall: 0.9564, relative_absolute_error: 0.3062, root_mean_prior_squared_error: 0.347, root_mean_squared_error: 0.1861, root_relative_squared_error: 0.5363, scimark_benchmark: 1545.6641, usercpu_time_millis: 1032.47, usercpu_time_millis_testing: 1.02, usercpu_time_millis_training: 1031.45,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.977, f_measure: 0.9743, kappa: 0.8916, kb_relative_information_score: 2639.0139, mean_absolute_error: 0.0417, mean_prior_absolute_error: 0.2409, number_of_instances: 3279, precision: 0.9743, predictive_accuracy: 0.9747, prior_entropy: 0.5848, recall: 0.9747, relative_absolute_error: 0.1729, root_mean_prior_squared_error: 0.347, root_mean_squared_error: 0.1441, root_relative_squared_error: 0.4153, scimark_benchmark: 1534.1888, usercpu_time_millis: 894.05, usercpu_time_millis_testing: 1.22, usercpu_time_millis_training: 892.83,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.499, f_measure: 0.7953, kb_relative_information_score: -1.7458, mean_absolute_error: 0.2407, mean_prior_absolute_error: 0.2409, number_of_instances: 3279, precision: 0.7396, predictive_accuracy: 0.86, prior_entropy: 0.5848, recall: 0.86, relative_absolute_error: 0.9992, root_mean_prior_squared_error: 0.347, root_mean_squared_error: 0.347, root_relative_squared_error: 1, scimark_benchmark: 1516.9836, usercpu_time_millis: 2.72, usercpu_time_millis_testing: 0.55, usercpu_time_millis_training: 2.17,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9738, f_measure: 0.9768, kappa: 0.9024, kb_relative_information_score: 2681.2152, mean_absolute_error: 0.0372, mean_prior_absolute_error: 0.2409, number_of_instances: 3279, precision: 0.9768, predictive_accuracy: 0.9771, prior_entropy: 0.5848, recall: 0.9771, relative_absolute_error: 0.1544, root_mean_prior_squared_error: 0.347, root_mean_squared_error: 0.1422, root_relative_squared_error: 0.4097, scimark_benchmark: 1532.3312, usercpu_time_millis: 796.32, usercpu_time_millis_testing: 0.76, usercpu_time_millis_training: 795.56,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9774, f_measure: 0.975, kappa: 0.8946, kb_relative_information_score: 2673.6651, mean_absolute_error: 0.038, mean_prior_absolute_error: 0.2409, number_of_instances: 3279, precision: 0.9749, predictive_accuracy: 0.9753, prior_entropy: 0.5848, recall: 0.9753, relative_absolute_error: 0.1577, root_mean_prior_squared_error: 0.347, root_mean_squared_error: 0.1426, root_relative_squared_error: 0.4109, scimark_benchmark: 1456.7521, usercpu_time_millis: 3449.32, usercpu_time_millis_testing: 1.66, usercpu_time_millis_training: 3447.66,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9705, f_measure: 0.9628, kappa: 0.8458, kb_relative_information_score: 2240.5882, mean_absolute_error: 0.0722, mean_prior_absolute_error: 0.2409, number_of_instances: 3279, precision: 0.9629, predictive_accuracy: 0.9628, prior_entropy: 0.5848, recall: 0.9628, relative_absolute_error: 0.2997, root_mean_prior_squared_error: 0.347, root_mean_squared_error: 0.1728, root_relative_squared_error: 0.498, scimark_benchmark: 1556.1481, usercpu_time_millis: 1564.89, usercpu_time_millis_testing: 2.73, usercpu_time_millis_training: 1562.16,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9804, f_measure: 0.9751, kappa: 0.8944, kb_relative_information_score: 2556.969, mean_absolute_error: 0.0499, mean_prior_absolute_error: 0.2409, number_of_instances: 3279, precision: 0.9753, predictive_accuracy: 0.9756, prior_entropy: 0.5848, recall: 0.9756, relative_absolute_error: 0.2072, root_mean_prior_squared_error: 0.347, root_mean_squared_error: 0.1468, root_relative_squared_error: 0.423, scimark_benchmark: 1487.493, usercpu_time_millis: 105.66, usercpu_time_millis_testing: 0.68, usercpu_time_millis_training: 104.98,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9828, f_measure: 0.977, kappa: 0.9029, kb_relative_information_score: 2699.6489, mean_absolute_error: 0.038, mean_prior_absolute_error: 0.2409, number_of_instances: 3279, precision: 0.9772, predictive_accuracy: 0.9774, prior_entropy: 0.5848, recall: 0.9774, relative_absolute_error: 0.1576, root_mean_prior_squared_error: 0.347, root_mean_squared_error: 0.1364, root_relative_squared_error: 0.3932, scimark_benchmark: 1446.9101, usercpu_time_millis: 357.09, usercpu_time_millis_testing: 1.26, usercpu_time_millis_training: 355.83,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9765, f_measure: 0.9753, kappa: 0.896, kb_relative_information_score: 2676.8917, mean_absolute_error: 0.0375, mean_prior_absolute_error: 0.2409, number_of_instances: 3279, precision: 0.9752, predictive_accuracy: 0.9756, prior_entropy: 0.5848, recall: 0.9756, relative_absolute_error: 0.1557, root_mean_prior_squared_error: 0.347, root_mean_squared_error: 0.1439, root_relative_squared_error: 0.4147, scimark_benchmark: 1504.801, usercpu_time_millis: 4415.07, usercpu_time_millis_testing: 1.78, usercpu_time_millis_training: 4413.29,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9644, f_measure: 0.9591, kappa: 0.8313, kb_relative_information_score: 2280.0957, mean_absolute_error: 0.0667, mean_prior_absolute_error: 0.2409, number_of_instances: 3279, precision: 0.9595, predictive_accuracy: 0.9588, prior_entropy: 0.5848, recall: 0.9588, relative_absolute_error: 0.2768, root_mean_prior_squared_error: 0.347, root_mean_squared_error: 0.1841, root_relative_squared_error: 0.5306, scimark_benchmark: 1429.6073, usercpu_time_millis: 930.11, usercpu_time_millis_testing: 0.69, usercpu_time_millis_training: 929.42,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.972, f_measure: 0.9754, kappa: 0.8966, kb_relative_information_score: 2693.8531, mean_absolute_error: 0.0359, mean_prior_absolute_error: 0.2409, number_of_instances: 3279, precision: 0.9753, predictive_accuracy: 0.9756, prior_entropy: 0.5848, recall: 0.9756, relative_absolute_error: 0.1491, root_mean_prior_squared_error: 0.347, root_mean_squared_error: 0.1435, root_relative_squared_error: 0.4137, scimark_benchmark: 1431.6244, usercpu_time_millis: 759.37, usercpu_time_millis_testing: 0.73, usercpu_time_millis_training: 758.64,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9658, f_measure: 0.9586, kappa: 0.8294, kb_relative_information_score: 2285.6936, mean_absolute_error: 0.0662, mean_prior_absolute_error: 0.2409, number_of_instances: 3279, precision: 0.959, predictive_accuracy: 0.9582, prior_entropy: 0.5848, recall: 0.9582, relative_absolute_error: 0.2747, root_mean_prior_squared_error: 0.347, root_mean_squared_error: 0.1799, root_relative_squared_error: 0.5183, scimark_benchmark: 1419.7256, usercpu_time_millis: 2782.06, usercpu_time_millis_testing: 1.53, usercpu_time_millis_training: 2780.53,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9694, f_measure: 0.9551, kappa: 0.811, kb_relative_information_score: 2253.6674, mean_absolute_error: 0.0724, mean_prior_absolute_error: 0.2409, number_of_instances: 3279, precision: 0.9548, predictive_accuracy: 0.9558, prior_entropy: 0.5848, recall: 0.9558, relative_absolute_error: 0.3005, root_mean_prior_squared_error: 0.347, root_mean_squared_error: 0.1804, root_relative_squared_error: 0.52, scimark_benchmark: 1462.9144, usercpu_time_millis: 919.25, usercpu_time_millis_testing: 1.76, usercpu_time_millis_training: 917.49,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9729, f_measure: 0.975, kappa: 0.895, kb_relative_information_score: 2661.0914, mean_absolute_error: 0.0383, mean_prior_absolute_error: 0.2409, number_of_instances: 3279, precision: 0.9749, predictive_accuracy: 0.9753, prior_entropy: 0.5848, recall: 0.9753, relative_absolute_error: 0.1588, root_mean_prior_squared_error: 0.347, root_mean_squared_error: 0.1447, root_relative_squared_error: 0.4169, scimark_benchmark: 1471.2943, usercpu_time_millis: 2261.37, usercpu_time_millis_testing: 1.17, usercpu_time_millis_training: 2260.2,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9791, f_measure: 0.9753, kappa: 0.8964, kb_relative_information_score: 2702.6213, mean_absolute_error: 0.0355, mean_prior_absolute_error: 0.2409, number_of_instances: 3279, precision: 0.9753, predictive_accuracy: 0.9756, prior_entropy: 0.5848, recall: 0.9756, relative_absolute_error: 0.1474, root_mean_prior_squared_error: 0.347, root_mean_squared_error: 0.1419, root_relative_squared_error: 0.4091, scimark_benchmark: 1559.6878, usercpu_time_millis: 1278.51, usercpu_time_millis_testing: 1.02, usercpu_time_millis_training: 1277.49,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9753, f_measure: 0.9723, kappa: 0.8831, kb_relative_information_score: 2489.4427, mean_absolute_error: 0.0524, mean_prior_absolute_error: 0.2409, number_of_instances: 3279, precision: 0.9724, predictive_accuracy: 0.9729, prior_entropy: 0.5848, recall: 0.9729, relative_absolute_error: 0.2177, root_mean_prior_squared_error: 0.347, root_mean_squared_error: 0.1529, root_relative_squared_error: 0.4406, scimark_benchmark: 1488.8671, usercpu_time_millis: 1685.52, usercpu_time_millis_testing: 2.34, usercpu_time_millis_training: 1683.18,

Metric:

Timeline

Plotting contribution timeline

Leaderboard

Rank Name Top Score Entries Highest rank

Note: The leaderboard ignores resubmissions of previous solutions, as well as parameter variations that do not improve performance.

Challenge

In supervised classification, you are given an input dataset in which instances are labeled with a certain class. The goal is to build a model that predicts the class for future unlabeled instances. The model is evaluated using a train-test procedure, e.g. cross-validation.

To make results by different users comparable, you are given the exact train-test folds to be used, and you need to return at least the predictions generated by your model for each of the test instances. OpenML will use these predictions to calculate a range of evaluation measures on the server.

You can also upload your own evaluation measures, provided that the code for doing so is available from the implementation used. For extremely large datasets, it may be infeasible to upload all predictions. In those cases, you need to compute and provide the evaluations yourself.

Optionally, you can upload the model trained on all the input data. There is no restriction on the file format, but please use a well-known format or PMML.

Given inputs

Expected outputs

evaluations A list of user-defined evaluations of the task as key-value pairs. KeyValue (optional)
model A file containing the model built on all the input data. File (optional)
predictions The desired output format Predictions (optional)

How to submit runs

Using your favorite machine learning environment

Download this task directly in your environment and automatically upload your results

OpenML bootcamp

From your own software

Use one of our APIs to download data from OpenML and upload your results

OpenML APIs