Task
Supervised Classification on phoneme

Supervised Classification on phoneme

Task 145857 Supervised Classification phoneme 102354 runs submitted
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0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8737, f_measure: 0.811, kappa: 0.5388, kb_relative_information_score: 2005.4686, mean_absolute_error: 0.2584, mean_prior_absolute_error: 0.4147, number_of_instances: 5404, precision: 0.8096, predictive_accuracy: 0.8135, prior_entropy: 0.8733, recall: 0.8135, relative_absolute_error: 0.6231, root_mean_prior_squared_error: 0.4554, root_mean_squared_error: 0.3598, root_relative_squared_error: 0.7902, scimark_benchmark: 1337.5214, usercpu_time_millis: 224.253, usercpu_time_millis_testing: 3.83, usercpu_time_millis_training: 220.423,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8127, f_measure: 0.7429, kappa: 0.364, kb_relative_information_score: 1203.5646, mean_absolute_error: 0.3196, mean_prior_absolute_error: 0.4147, number_of_instances: 5404, precision: 0.7398, predictive_accuracy: 0.7519, prior_entropy: 0.8733, recall: 0.7519, relative_absolute_error: 0.7707, root_mean_prior_squared_error: 0.4554, root_mean_squared_error: 0.3968, root_relative_squared_error: 0.8715, scimark_benchmark: 1339.3106, usercpu_time_millis: 5.706, usercpu_time_millis_testing: 0.011, usercpu_time_millis_training: 5.695,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9022, f_measure: 0.8321, kappa: 0.5895, kb_relative_information_score: 2180.8929, mean_absolute_error: 0.25, mean_prior_absolute_error: 0.4147, number_of_instances: 5404, precision: 0.8311, predictive_accuracy: 0.8348, prior_entropy: 0.8733, recall: 0.8348, relative_absolute_error: 0.6028, root_mean_prior_squared_error: 0.4554, root_mean_squared_error: 0.34, root_relative_squared_error: 0.7468, scimark_benchmark: 1332.5596, usercpu_time_millis: 122.137, usercpu_time_millis_testing: 1.59, usercpu_time_millis_training: 120.547,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8127, f_measure: 0.7269, kappa: 0.3188, kb_relative_information_score: 1176.6285, mean_absolute_error: 0.3223, mean_prior_absolute_error: 0.4147, number_of_instances: 5404, precision: 0.7245, predictive_accuracy: 0.7415, prior_entropy: 0.8733, recall: 0.7415, relative_absolute_error: 0.777, root_mean_prior_squared_error: 0.4554, root_mean_squared_error: 0.3972, root_relative_squared_error: 0.8722, scimark_benchmark: 1335.0258, usercpu_time_millis: 80.902, usercpu_time_millis_testing: 0.01, usercpu_time_millis_training: 80.892,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8124, f_measure: 0.74, kappa: 0.3559, kb_relative_information_score: 1277.2631, mean_absolute_error: 0.3127, mean_prior_absolute_error: 0.4147, number_of_instances: 5404, precision: 0.737, predictive_accuracy: 0.7498, prior_entropy: 0.8733, recall: 0.7498, relative_absolute_error: 0.7539, root_mean_prior_squared_error: 0.4554, root_mean_squared_error: 0.3974, root_relative_squared_error: 0.8727, scimark_benchmark: 1324.6444, usercpu_time_millis: 76.43, usercpu_time_millis_testing: 0.011, usercpu_time_millis_training: 76.419,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8129, f_measure: 0.6984, kappa: 0.2401, kb_relative_information_score: 985.6547, mean_absolute_error: 0.3395, mean_prior_absolute_error: 0.4147, number_of_instances: 5404, precision: 0.7015, predictive_accuracy: 0.7274, prior_entropy: 0.8733, recall: 0.7274, relative_absolute_error: 0.8186, root_mean_prior_squared_error: 0.4554, root_mean_squared_error: 0.4003, root_relative_squared_error: 0.8792, scimark_benchmark: 1332.03, usercpu_time_millis: 64.441, usercpu_time_millis_testing: 0.012, usercpu_time_millis_training: 64.429,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.5, f_measure: 0.585, kb_relative_information_score: -1963.5819, mean_absolute_error: 0.5, mean_prior_absolute_error: 0.4147, number_of_instances: 5404, precision: 0.4992, predictive_accuracy: 0.7065, prior_entropy: 0.8733, recall: 0.7065, relative_absolute_error: 1.2056, root_mean_prior_squared_error: 0.4554, root_mean_squared_error: 0.5, root_relative_squared_error: 1.098, scimark_benchmark: 1313.1742, usercpu_time_millis: 57.467, usercpu_time_millis_testing: 0.614, usercpu_time_millis_training: 56.853,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8123, f_measure: 0.7398, kappa: 0.3553, kb_relative_information_score: 1282.8912, mean_absolute_error: 0.3121, mean_prior_absolute_error: 0.4147, number_of_instances: 5404, precision: 0.7367, predictive_accuracy: 0.7496, prior_entropy: 0.8733, recall: 0.7496, relative_absolute_error: 0.7525, root_mean_prior_squared_error: 0.4554, root_mean_squared_error: 0.3975, root_relative_squared_error: 0.8729, scimark_benchmark: 1337.3853, usercpu_time_millis: 71.44, usercpu_time_millis_testing: 0.011, usercpu_time_millis_training: 71.429,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8123, f_measure: 0.7395, kappa: 0.3547, kb_relative_information_score: 1278.9323, mean_absolute_error: 0.3125, mean_prior_absolute_error: 0.4147, number_of_instances: 5404, precision: 0.7365, predictive_accuracy: 0.7494, prior_entropy: 0.8733, recall: 0.7494, relative_absolute_error: 0.7535, root_mean_prior_squared_error: 0.4554, root_mean_squared_error: 0.3974, root_relative_squared_error: 0.8728, scimark_benchmark: 1299.6107, usercpu_time_millis: 61.918, usercpu_time_millis_testing: 0.012, usercpu_time_millis_training: 61.906,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8399, f_measure: 0.6163, kappa: 0.0633, kb_relative_information_score: 530.3262, mean_absolute_error: 0.3808, mean_prior_absolute_error: 0.4147, number_of_instances: 5404, precision: 0.7527, predictive_accuracy: 0.7184, prior_entropy: 0.8733, recall: 0.7184, relative_absolute_error: 0.9182, root_mean_prior_squared_error: 0.4554, root_mean_squared_error: 0.4108, root_relative_squared_error: 0.9022, scimark_benchmark: 1315.2538, usercpu_time_millis: 187.153, usercpu_time_millis_testing: 3.099, usercpu_time_millis_training: 184.054,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9148, f_measure: 0.8536, kappa: 0.6448, kb_relative_information_score: 2947.9848, mean_absolute_error: 0.1855, mean_prior_absolute_error: 0.4147, number_of_instances: 5404, precision: 0.853, predictive_accuracy: 0.8546, prior_entropy: 0.8733, recall: 0.8546, relative_absolute_error: 0.4472, root_mean_prior_squared_error: 0.4554, root_mean_squared_error: 0.3274, root_relative_squared_error: 0.719, scimark_benchmark: 1333.1455, usercpu_time_millis: 105.024, usercpu_time_millis_testing: 2.006, usercpu_time_millis_training: 103.018,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9542, f_measure: 0.898, kappa: 0.7532, kb_relative_information_score: 3879.0498, mean_absolute_error: 0.1114, mean_prior_absolute_error: 0.4147, number_of_instances: 5404, precision: 0.8977, predictive_accuracy: 0.8984, prior_entropy: 0.8733, recall: 0.8984, relative_absolute_error: 0.2687, root_mean_prior_squared_error: 0.4554, root_mean_squared_error: 0.2866, root_relative_squared_error: 0.6294, scimark_benchmark: 1320.2832, usercpu_time_millis: 307.298, usercpu_time_millis_testing: 4.542, usercpu_time_millis_training: 302.756,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.7991, f_measure: 0.616, kappa: 0.0495, kb_relative_information_score: 641.5965, mean_absolute_error: 0.3672, mean_prior_absolute_error: 0.4147, number_of_instances: 5404, precision: 0.6456, predictive_accuracy: 0.7048, prior_entropy: 0.8733, recall: 0.7048, relative_absolute_error: 0.8853, root_mean_prior_squared_error: 0.4554, root_mean_squared_error: 0.4152, root_relative_squared_error: 0.9118, scimark_benchmark: 1333.6413, usercpu_time_millis: 32.065, usercpu_time_millis_testing: 0.011, usercpu_time_millis_training: 32.054,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8114, f_measure: 0.7091, kappa: 0.269, kb_relative_information_score: 1008.1942, mean_absolute_error: 0.3372, mean_prior_absolute_error: 0.4147, number_of_instances: 5404, precision: 0.7094, predictive_accuracy: 0.7321, prior_entropy: 0.8733, recall: 0.7321, relative_absolute_error: 0.8131, root_mean_prior_squared_error: 0.4554, root_mean_squared_error: 0.4, root_relative_squared_error: 0.8783, scimark_benchmark: 1332.5921, usercpu_time_millis: 81.602, usercpu_time_millis_testing: 0.012, usercpu_time_millis_training: 81.59,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8127, f_measure: 0.734, kappa: 0.3386, kb_relative_information_score: 1198.9429, mean_absolute_error: 0.3202, mean_prior_absolute_error: 0.4147, number_of_instances: 5404, precision: 0.7314, predictive_accuracy: 0.7463, prior_entropy: 0.8733, recall: 0.7463, relative_absolute_error: 0.7721, root_mean_prior_squared_error: 0.4554, root_mean_squared_error: 0.397, root_relative_squared_error: 0.8717, scimark_benchmark: 1321.1863, usercpu_time_millis: 61.719, usercpu_time_millis_testing: 0.012, usercpu_time_millis_training: 61.707,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8125, f_measure: 0.7365, kappa: 0.3458, kb_relative_information_score: 1244.4405, mean_absolute_error: 0.3158, mean_prior_absolute_error: 0.4147, number_of_instances: 5404, precision: 0.7336, predictive_accuracy: 0.7476, prior_entropy: 0.8733, recall: 0.7476, relative_absolute_error: 0.7615, root_mean_prior_squared_error: 0.4554, root_mean_squared_error: 0.3972, root_relative_squared_error: 0.8722, scimark_benchmark: 1311.5773, usercpu_time_millis: 92.207, usercpu_time_millis_testing: 0.012, usercpu_time_millis_training: 92.195,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8123, f_measure: 0.7395, kappa: 0.3547, kb_relative_information_score: 1279.8689, mean_absolute_error: 0.3124, mean_prior_absolute_error: 0.4147, number_of_instances: 5404, precision: 0.7365, predictive_accuracy: 0.7494, prior_entropy: 0.8733, recall: 0.7494, relative_absolute_error: 0.7533, root_mean_prior_squared_error: 0.4554, root_mean_squared_error: 0.3974, root_relative_squared_error: 0.8728, scimark_benchmark: 1331.6606, usercpu_time_millis: 55.766, usercpu_time_millis_testing: 0.011, usercpu_time_millis_training: 55.755,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8124, f_measure: 0.7315, kappa: 0.3317, kb_relative_information_score: 1208.8111, mean_absolute_error: 0.3191, mean_prior_absolute_error: 0.4147, number_of_instances: 5404, precision: 0.7289, predictive_accuracy: 0.7444, prior_entropy: 0.8733, recall: 0.7444, relative_absolute_error: 0.7695, root_mean_prior_squared_error: 0.4554, root_mean_squared_error: 0.3972, root_relative_squared_error: 0.8722, scimark_benchmark: 1332.5747, usercpu_time_millis: 40.821, usercpu_time_millis_testing: 0.009, usercpu_time_millis_training: 40.812,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8128, f_measure: 0.725, kappa: 0.3135, kb_relative_information_score: 1167.7528, mean_absolute_error: 0.3231, mean_prior_absolute_error: 0.4147, number_of_instances: 5404, precision: 0.7227, predictive_accuracy: 0.7402, prior_entropy: 0.8733, recall: 0.7402, relative_absolute_error: 0.7791, root_mean_prior_squared_error: 0.4554, root_mean_squared_error: 0.3972, root_relative_squared_error: 0.8723, scimark_benchmark: 1323.9264, usercpu_time_millis: 60.313, usercpu_time_millis_testing: 0.014, usercpu_time_millis_training: 60.299,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8123, f_measure: 0.7398, kappa: 0.3553, kb_relative_information_score: 1282.7137, mean_absolute_error: 0.3121, mean_prior_absolute_error: 0.4147, number_of_instances: 5404, precision: 0.7367, predictive_accuracy: 0.7496, prior_entropy: 0.8733, recall: 0.7496, relative_absolute_error: 0.7526, root_mean_prior_squared_error: 0.4554, root_mean_squared_error: 0.3975, root_relative_squared_error: 0.8729, scimark_benchmark: 1341.281, usercpu_time_millis: 77.737, usercpu_time_millis_testing: 0.011, usercpu_time_millis_training: 77.726,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8101, f_measure: 0.6863, kappa: 0.2084, kb_relative_information_score: 899.5986, mean_absolute_error: 0.3465, mean_prior_absolute_error: 0.4147, number_of_instances: 5404, precision: 0.6927, predictive_accuracy: 0.7224, prior_entropy: 0.8733, recall: 0.7224, relative_absolute_error: 0.8356, root_mean_prior_squared_error: 0.4554, root_mean_squared_error: 0.4034, root_relative_squared_error: 0.886, scimark_benchmark: 1332.8487, usercpu_time_millis: 39.516, usercpu_time_millis_testing: 0.012, usercpu_time_millis_training: 39.504,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8129, f_measure: 0.6819, kappa: 0.1973, kb_relative_information_score: 601.4753, mean_absolute_error: 0.3709, mean_prior_absolute_error: 0.4147, number_of_instances: 5404, precision: 0.6956, predictive_accuracy: 0.7248, prior_entropy: 0.8733, recall: 0.7248, relative_absolute_error: 0.8942, root_mean_prior_squared_error: 0.4554, root_mean_squared_error: 0.4091, root_relative_squared_error: 0.8985, scimark_benchmark: 1330.1285, usercpu_time_millis: 2.9, usercpu_time_millis_testing: 0.011, usercpu_time_millis_training: 2.889,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8123, f_measure: 0.7398, kappa: 0.3553, kb_relative_information_score: 1282.1123, mean_absolute_error: 0.3122, mean_prior_absolute_error: 0.4147, number_of_instances: 5404, precision: 0.7367, predictive_accuracy: 0.7496, prior_entropy: 0.8733, recall: 0.7496, relative_absolute_error: 0.7527, root_mean_prior_squared_error: 0.4554, root_mean_squared_error: 0.3975, root_relative_squared_error: 0.8729, scimark_benchmark: 1326.9248, usercpu_time_millis: 21.475, usercpu_time_millis_testing: 0.014, usercpu_time_millis_training: 21.461,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8118, f_measure: 0.7168, kappa: 0.2902, kb_relative_information_score: 1068.2234, mean_absolute_error: 0.332, mean_prior_absolute_error: 0.4147, number_of_instances: 5404, precision: 0.7158, predictive_accuracy: 0.7361, prior_entropy: 0.8733, recall: 0.7361, relative_absolute_error: 0.8005, root_mean_prior_squared_error: 0.4554, root_mean_squared_error: 0.3988, root_relative_squared_error: 0.8757, scimark_benchmark: 1305.6049, usercpu_time_millis: 39.427, usercpu_time_millis_testing: 0.012, usercpu_time_millis_training: 39.415,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8127, f_measure: 0.6625, kappa: 0.152, kb_relative_information_score: 794.6379, mean_absolute_error: 0.3557, mean_prior_absolute_error: 0.4147, number_of_instances: 5404, precision: 0.6907, predictive_accuracy: 0.7213, prior_entropy: 0.8733, recall: 0.7213, relative_absolute_error: 0.8576, root_mean_prior_squared_error: 0.4554, root_mean_squared_error: 0.407, root_relative_squared_error: 0.8937, scimark_benchmark: 1308.0623, usercpu_time_millis: 99.888, usercpu_time_millis_testing: 0.014, usercpu_time_millis_training: 99.874,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.792, f_measure: 0.5896, kappa: 0.009, kb_relative_information_score: 466.5199, mean_absolute_error: 0.3814, mean_prior_absolute_error: 0.4147, number_of_instances: 5404, precision: 0.7484, predictive_accuracy: 0.7082, prior_entropy: 0.8733, recall: 0.7082, relative_absolute_error: 0.9195, root_mean_prior_squared_error: 0.4554, root_mean_squared_error: 0.4245, root_relative_squared_error: 0.9323, scimark_benchmark: 1335.0735, usercpu_time_millis: 91.449, usercpu_time_millis_testing: 0.012, usercpu_time_millis_training: 91.437,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9074, f_measure: 0.8379, kappa: 0.604, kb_relative_information_score: 2264.4638, mean_absolute_error: 0.2434, mean_prior_absolute_error: 0.4147, number_of_instances: 5404, precision: 0.837, predictive_accuracy: 0.8403, prior_entropy: 0.8733, recall: 0.8403, relative_absolute_error: 0.587, root_mean_prior_squared_error: 0.4554, root_mean_squared_error: 0.3353, root_relative_squared_error: 0.7363, scimark_benchmark: 1329.631, usercpu_time_millis: 156.028, usercpu_time_millis_testing: 3.326, usercpu_time_millis_training: 152.702,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8417, f_measure: 0.7804, kappa: 0.4581, kb_relative_information_score: 1506.9878, mean_absolute_error: 0.3003, mean_prior_absolute_error: 0.4147, number_of_instances: 5404, precision: 0.7788, predictive_accuracy: 0.7872, prior_entropy: 0.8733, recall: 0.7872, relative_absolute_error: 0.7241, root_mean_prior_squared_error: 0.4554, root_mean_squared_error: 0.3816, root_relative_squared_error: 0.838, scimark_benchmark: 1311.9641, usercpu_time_millis: 203.054, usercpu_time_millis_testing: 3.977, usercpu_time_millis_training: 199.077,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.7902, f_measure: 0.5867, kappa: 0.0036, kb_relative_information_score: 410.6863, mean_absolute_error: 0.3858, mean_prior_absolute_error: 0.4147, number_of_instances: 5404, precision: 0.793, predictive_accuracy: 0.7073, prior_entropy: 0.8733, recall: 0.7073, relative_absolute_error: 0.9302, root_mean_prior_squared_error: 0.4554, root_mean_squared_error: 0.4282, root_relative_squared_error: 0.9404, scimark_benchmark: 1331.2018, usercpu_time_millis: 5.09, usercpu_time_millis_testing: 0.011, usercpu_time_millis_training: 5.079,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8127, f_measure: 0.733, kappa: 0.3356, kb_relative_information_score: 1215.8008, mean_absolute_error: 0.3186, mean_prior_absolute_error: 0.4147, number_of_instances: 5404, precision: 0.7303, predictive_accuracy: 0.7456, prior_entropy: 0.8733, recall: 0.7456, relative_absolute_error: 0.7682, root_mean_prior_squared_error: 0.4554, root_mean_squared_error: 0.3971, root_relative_squared_error: 0.872, scimark_benchmark: 1309.6641, usercpu_time_millis: 84.072, usercpu_time_millis_testing: 0.012, usercpu_time_millis_training: 84.06,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.499, f_measure: 0.585, kb_relative_information_score: 0.3283, mean_absolute_error: 0.4147, mean_prior_absolute_error: 0.4147, number_of_instances: 5404, precision: 0.4992, predictive_accuracy: 0.7065, prior_entropy: 0.8733, recall: 0.7065, relative_absolute_error: 0.9999, root_mean_prior_squared_error: 0.4554, root_mean_squared_error: 0.4554, root_relative_squared_error: 1, scimark_benchmark: 1332.0437, usercpu_time_millis: 68.217, usercpu_time_millis_testing: 0.011, usercpu_time_millis_training: 68.206,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8892, f_measure: 0.8127, kappa: 0.5395, kb_relative_information_score: 1720.7812, mean_absolute_error: 0.2888, mean_prior_absolute_error: 0.4147, number_of_instances: 5404, precision: 0.8118, predictive_accuracy: 0.8174, prior_entropy: 0.8733, recall: 0.8174, relative_absolute_error: 0.6963, root_mean_prior_squared_error: 0.4554, root_mean_squared_error: 0.3563, root_relative_squared_error: 0.7825, scimark_benchmark: 1339.3574, usercpu_time_millis: 119.396, usercpu_time_millis_testing: 2.198, usercpu_time_millis_training: 117.198,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9582, f_measure: 0.9037, kappa: 0.7678, kb_relative_information_score: 3629.8315, mean_absolute_error: 0.1373, mean_prior_absolute_error: 0.4147, number_of_instances: 5404, precision: 0.9037, predictive_accuracy: 0.9038, prior_entropy: 0.8733, recall: 0.9038, relative_absolute_error: 0.3311, root_mean_prior_squared_error: 0.4554, root_mean_squared_error: 0.2684, root_relative_squared_error: 0.5894, scimark_benchmark: 1331.1069, usercpu_time_millis: 481.006, usercpu_time_millis_testing: 6.99, usercpu_time_millis_training: 474.016,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8123, f_measure: 0.7398, kappa: 0.3553, kb_relative_information_score: 1280.0957, mean_absolute_error: 0.3124, mean_prior_absolute_error: 0.4147, number_of_instances: 5404, precision: 0.7367, predictive_accuracy: 0.7496, prior_entropy: 0.8733, recall: 0.7496, relative_absolute_error: 0.7532, root_mean_prior_squared_error: 0.4554, root_mean_squared_error: 0.3974, root_relative_squared_error: 0.8728, scimark_benchmark: 1335.5449, usercpu_time_millis: 96.063, usercpu_time_millis_testing: 0.01, usercpu_time_millis_training: 96.053,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8124, f_measure: 0.7383, kappa: 0.3514, kb_relative_information_score: 1271.3057, mean_absolute_error: 0.3132, mean_prior_absolute_error: 0.4147, number_of_instances: 5404, precision: 0.7353, predictive_accuracy: 0.7485, prior_entropy: 0.8733, recall: 0.7485, relative_absolute_error: 0.7553, root_mean_prior_squared_error: 0.4554, root_mean_squared_error: 0.3973, root_relative_squared_error: 0.8726, scimark_benchmark: 1340.161, usercpu_time_millis: 31.073, usercpu_time_millis_testing: 0.011, usercpu_time_millis_training: 31.062,
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0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8123, f_measure: 0.7398, kappa: 0.3553, kb_relative_information_score: 1282.749, mean_absolute_error: 0.3121, mean_prior_absolute_error: 0.4147, number_of_instances: 5404, precision: 0.7367, predictive_accuracy: 0.7496, prior_entropy: 0.8733, recall: 0.7496, relative_absolute_error: 0.7526, root_mean_prior_squared_error: 0.4554, root_mean_squared_error: 0.3975, root_relative_squared_error: 0.8729, scimark_benchmark: 1324.5357, usercpu_time_millis: 100.273, usercpu_time_millis_testing: 0.012, usercpu_time_millis_training: 100.261,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8123, f_measure: 0.7398, kappa: 0.3553, kb_relative_information_score: 1282.8223, mean_absolute_error: 0.3121, mean_prior_absolute_error: 0.4147, number_of_instances: 5404, precision: 0.7367, predictive_accuracy: 0.7496, prior_entropy: 0.8733, recall: 0.7496, relative_absolute_error: 0.7526, root_mean_prior_squared_error: 0.4554, root_mean_squared_error: 0.3975, root_relative_squared_error: 0.8729, scimark_benchmark: 1323.1292, usercpu_time_millis: 95.659, usercpu_time_millis_testing: 0.01, usercpu_time_millis_training: 95.649,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.499, f_measure: 0.585, kb_relative_information_score: 0.0781, mean_absolute_error: 0.4147, mean_prior_absolute_error: 0.4147, number_of_instances: 5404, precision: 0.4992, predictive_accuracy: 0.7065, prior_entropy: 0.8733, recall: 0.7065, relative_absolute_error: 1, root_mean_prior_squared_error: 0.4554, root_mean_squared_error: 0.4554, root_relative_squared_error: 1, scimark_benchmark: 1339.424, usercpu_time_millis: 27.985, usercpu_time_millis_testing: 0.012, usercpu_time_millis_training: 27.973,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8124, f_measure: 0.738, kappa: 0.3503, kb_relative_information_score: 1262.0887, mean_absolute_error: 0.3141, mean_prior_absolute_error: 0.4147, number_of_instances: 5404, precision: 0.7349, predictive_accuracy: 0.7483, prior_entropy: 0.8733, recall: 0.7483, relative_absolute_error: 0.7573, root_mean_prior_squared_error: 0.4554, root_mean_squared_error: 0.3973, root_relative_squared_error: 0.8725, scimark_benchmark: 1333.6812, usercpu_time_millis: 6.435, usercpu_time_millis_testing: 0.011, usercpu_time_millis_training: 6.424,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.813, f_measure: 0.7086, kappa: 0.2684, kb_relative_information_score: 1061.3203, mean_absolute_error: 0.3328, mean_prior_absolute_error: 0.4147, number_of_instances: 5404, precision: 0.7082, predictive_accuracy: 0.7308, prior_entropy: 0.8733, recall: 0.7308, relative_absolute_error: 0.8025, root_mean_prior_squared_error: 0.4554, root_mean_squared_error: 0.3986, root_relative_squared_error: 0.8753, scimark_benchmark: 1331.5386, usercpu_time_millis: 89.091, usercpu_time_millis_testing: 0.011, usercpu_time_millis_training: 89.08,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8129, f_measure: 0.75, kappa: 0.3838, kb_relative_information_score: 1063.0488, mean_absolute_error: 0.3319, mean_prior_absolute_error: 0.4147, number_of_instances: 5404, precision: 0.747, predictive_accuracy: 0.757, prior_entropy: 0.8733, recall: 0.757, relative_absolute_error: 0.8003, root_mean_prior_squared_error: 0.4554, root_mean_squared_error: 0.3973, root_relative_squared_error: 0.8724, scimark_benchmark: 1337.2831, usercpu_time_millis: 9.481, usercpu_time_millis_testing: 0.01, usercpu_time_millis_training: 9.471,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.923, f_measure: 0.8584, kappa: 0.6557, kb_relative_information_score: 2924.5532, mean_absolute_error: 0.1893, mean_prior_absolute_error: 0.4147, number_of_instances: 5404, precision: 0.8577, predictive_accuracy: 0.8597, prior_entropy: 0.8733, recall: 0.8597, relative_absolute_error: 0.4565, root_mean_prior_squared_error: 0.4554, root_mean_squared_error: 0.3172, root_relative_squared_error: 0.6966, scimark_benchmark: 1334.0493, usercpu_time_millis: 360.696, usercpu_time_millis_testing: 5.559, usercpu_time_millis_training: 355.137,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8123, f_measure: 0.74, kappa: 0.3559, kb_relative_information_score: 1278.6573, mean_absolute_error: 0.3125, mean_prior_absolute_error: 0.4147, number_of_instances: 5404, precision: 0.737, predictive_accuracy: 0.7498, prior_entropy: 0.8733, recall: 0.7498, relative_absolute_error: 0.7535, root_mean_prior_squared_error: 0.4554, root_mean_squared_error: 0.3974, root_relative_squared_error: 0.8728, scimark_benchmark: 1320.5048, usercpu_time_millis: 55.907, usercpu_time_millis_testing: 0.01, usercpu_time_millis_training: 55.897,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.7968, f_measure: 0.6025, kappa: 0.0242, kb_relative_information_score: 592.7594, mean_absolute_error: 0.3711, mean_prior_absolute_error: 0.4147, number_of_instances: 5404, precision: 0.6297, predictive_accuracy: 0.7032, prior_entropy: 0.8733, recall: 0.7032, relative_absolute_error: 0.8948, root_mean_prior_squared_error: 0.4554, root_mean_squared_error: 0.4177, root_relative_squared_error: 0.9173, scimark_benchmark: 1318.5671, usercpu_time_millis: 83.442, usercpu_time_millis_testing: 0.011, usercpu_time_millis_training: 83.431,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8124, f_measure: 0.7398, kappa: 0.3553, kb_relative_information_score: 1265.707, mean_absolute_error: 0.3138, mean_prior_absolute_error: 0.4147, number_of_instances: 5404, precision: 0.7367, predictive_accuracy: 0.7496, prior_entropy: 0.8733, recall: 0.7496, relative_absolute_error: 0.7565, root_mean_prior_squared_error: 0.4554, root_mean_squared_error: 0.3973, root_relative_squared_error: 0.8725, scimark_benchmark: 1305.2181, usercpu_time_millis: 79.697, usercpu_time_millis_testing: 0.011, usercpu_time_millis_training: 79.686,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8129, f_measure: 0.6861, kappa: 0.2078, kb_relative_information_score: 515.5952, mean_absolute_error: 0.377, mean_prior_absolute_error: 0.4147, number_of_instances: 5404, precision: 0.6939, predictive_accuracy: 0.7234, prior_entropy: 0.8733, recall: 0.7234, relative_absolute_error: 0.909, root_mean_prior_squared_error: 0.4554, root_mean_squared_error: 0.4109, root_relative_squared_error: 0.9023, scimark_benchmark: 1335.1031, usercpu_time_millis: 17.897, usercpu_time_millis_testing: 0.011, usercpu_time_millis_training: 17.886,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8822, f_measure: 0.8126, kappa: 0.5396, kb_relative_information_score: 1788.9698, mean_absolute_error: 0.2811, mean_prior_absolute_error: 0.4147, number_of_instances: 5404, precision: 0.8116, predictive_accuracy: 0.817, prior_entropy: 0.8733, recall: 0.817, relative_absolute_error: 0.6777, root_mean_prior_squared_error: 0.4554, root_mean_squared_error: 0.358, root_relative_squared_error: 0.7862, scimark_benchmark: 1330.9217, usercpu_time_millis: 64.424, usercpu_time_millis_testing: 1.153, usercpu_time_millis_training: 63.271,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8123, f_measure: 0.7381, kappa: 0.3508, kb_relative_information_score: 1266.0124, mean_absolute_error: 0.3137, mean_prior_absolute_error: 0.4147, number_of_instances: 5404, precision: 0.735, predictive_accuracy: 0.7483, prior_entropy: 0.8733, recall: 0.7483, relative_absolute_error: 0.7564, root_mean_prior_squared_error: 0.4554, root_mean_squared_error: 0.3973, root_relative_squared_error: 0.8726, scimark_benchmark: 1331.7504, usercpu_time_millis: 40.947, usercpu_time_millis_testing: 0.011, usercpu_time_millis_training: 40.936,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8123, f_measure: 0.7398, kappa: 0.3553, kb_relative_information_score: 1278.5312, mean_absolute_error: 0.3125, mean_prior_absolute_error: 0.4147, number_of_instances: 5404, precision: 0.7367, predictive_accuracy: 0.7496, prior_entropy: 0.8733, recall: 0.7496, relative_absolute_error: 0.7536, root_mean_prior_squared_error: 0.4554, root_mean_squared_error: 0.3974, root_relative_squared_error: 0.8728, scimark_benchmark: 1297.6705, usercpu_time_millis: 2.507, usercpu_time_millis_testing: 0.01, usercpu_time_millis_training: 2.497,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.7097, f_measure: 0.585, kb_relative_information_score: 60.3271, mean_absolute_error: 0.4108, mean_prior_absolute_error: 0.4147, number_of_instances: 5404, precision: 0.4992, predictive_accuracy: 0.7065, prior_entropy: 0.8733, recall: 0.7065, relative_absolute_error: 0.9906, root_mean_prior_squared_error: 0.4554, root_mean_squared_error: 0.4513, root_relative_squared_error: 0.991, scimark_benchmark: 1334.4668, usercpu_time_millis: 24.51, usercpu_time_millis_testing: 0.012, usercpu_time_millis_training: 24.498,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8572, f_measure: 0.7739, kappa: 0.4359, kb_relative_information_score: -1342.6444, mean_absolute_error: 0.4675, mean_prior_absolute_error: 0.4147, number_of_instances: 5404, precision: 0.7758, predictive_accuracy: 0.7861, prior_entropy: 0.8733, recall: 0.7861, relative_absolute_error: 1.1273, root_mean_prior_squared_error: 0.4554, root_mean_squared_error: 0.469, root_relative_squared_error: 1.03, scimark_benchmark: 1326.6175, usercpu_time_millis: 8.57, usercpu_time_millis_testing: 0.111, usercpu_time_millis_training: 8.459,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8124, f_measure: 0.735, kappa: 0.3419, kb_relative_information_score: 1237.6617, mean_absolute_error: 0.3164, mean_prior_absolute_error: 0.4147, number_of_instances: 5404, precision: 0.7321, predictive_accuracy: 0.7465, prior_entropy: 0.8733, recall: 0.7465, relative_absolute_error: 0.7629, root_mean_prior_squared_error: 0.4554, root_mean_squared_error: 0.3972, root_relative_squared_error: 0.8722, scimark_benchmark: 1322.3357, usercpu_time_millis: 33.38, usercpu_time_millis_testing: 0.015, usercpu_time_millis_training: 33.365,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.7884, f_measure: 0.5854, kappa: 0.0009, kb_relative_information_score: 386.2705, mean_absolute_error: 0.3878, mean_prior_absolute_error: 0.4147, number_of_instances: 5404, precision: 0.7927, predictive_accuracy: 0.7067, prior_entropy: 0.8733, recall: 0.7067, relative_absolute_error: 0.935, root_mean_prior_squared_error: 0.4554, root_mean_squared_error: 0.4298, root_relative_squared_error: 0.9439, scimark_benchmark: 1298.328, usercpu_time_millis: 73.477, usercpu_time_millis_testing: 0.012, usercpu_time_millis_training: 73.465,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8123, f_measure: 0.7376, kappa: 0.3496, kb_relative_information_score: 1264.3822, mean_absolute_error: 0.3139, mean_prior_absolute_error: 0.4147, number_of_instances: 5404, precision: 0.7346, predictive_accuracy: 0.748, prior_entropy: 0.8733, recall: 0.748, relative_absolute_error: 0.7568, root_mean_prior_squared_error: 0.4554, root_mean_squared_error: 0.3973, root_relative_squared_error: 0.8725, scimark_benchmark: 1318.0238, usercpu_time_millis: 89.881, usercpu_time_millis_testing: 0.013, usercpu_time_millis_training: 89.868,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8123, f_measure: 0.7398, kappa: 0.3553, kb_relative_information_score: 1282.8703, mean_absolute_error: 0.3121, mean_prior_absolute_error: 0.4147, number_of_instances: 5404, precision: 0.7367, predictive_accuracy: 0.7496, prior_entropy: 0.8733, recall: 0.7496, relative_absolute_error: 0.7526, root_mean_prior_squared_error: 0.4554, root_mean_squared_error: 0.3975, root_relative_squared_error: 0.8729, scimark_benchmark: 1314.7449, usercpu_time_millis: 12.149, usercpu_time_millis_testing: 0.011, usercpu_time_millis_training: 12.138,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8123, f_measure: 0.7398, kappa: 0.3553, kb_relative_information_score: 1282.8095, mean_absolute_error: 0.3121, mean_prior_absolute_error: 0.4147, number_of_instances: 5404, precision: 0.7367, predictive_accuracy: 0.7496, prior_entropy: 0.8733, recall: 0.7496, relative_absolute_error: 0.7526, root_mean_prior_squared_error: 0.4554, root_mean_squared_error: 0.3975, root_relative_squared_error: 0.8729, scimark_benchmark: 1333.3772, usercpu_time_millis: 28.248, usercpu_time_millis_testing: 0.015, usercpu_time_millis_training: 28.233,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8879, f_measure: 0.8221, kappa: 0.5671, kb_relative_information_score: 2467.8481, mean_absolute_error: 0.2211, mean_prior_absolute_error: 0.4147, number_of_instances: 5404, precision: 0.821, predictive_accuracy: 0.8238, prior_entropy: 0.8733, recall: 0.8238, relative_absolute_error: 0.5331, root_mean_prior_squared_error: 0.4554, root_mean_squared_error: 0.352, root_relative_squared_error: 0.7729, scimark_benchmark: 1333.2643, usercpu_time_millis: 162.63, usercpu_time_millis_testing: 2.859, usercpu_time_millis_training: 159.771,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8124, f_measure: 0.7388, kappa: 0.3526, kb_relative_information_score: 1272.5043, mean_absolute_error: 0.3131, mean_prior_absolute_error: 0.4147, number_of_instances: 5404, precision: 0.7357, predictive_accuracy: 0.7489, prior_entropy: 0.8733, recall: 0.7489, relative_absolute_error: 0.755, root_mean_prior_squared_error: 0.4554, root_mean_squared_error: 0.3974, root_relative_squared_error: 0.8726, scimark_benchmark: 1292.97, usercpu_time_millis: 2.822, usercpu_time_millis_testing: 0.013, usercpu_time_millis_training: 2.809,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.7894, f_measure: 0.585, kb_relative_information_score: 346.4777, mean_absolute_error: 0.3909, mean_prior_absolute_error: 0.4147, number_of_instances: 5404, precision: 0.4992, predictive_accuracy: 0.7065, prior_entropy: 0.8733, recall: 0.7065, relative_absolute_error: 0.9424, root_mean_prior_squared_error: 0.4554, root_mean_squared_error: 0.4307, root_relative_squared_error: 0.9459, scimark_benchmark: 1341.4962, usercpu_time_millis: 38.998, usercpu_time_millis_testing: 0.014, usercpu_time_millis_training: 38.984,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.813, f_measure: 0.6938, kappa: 0.2277, kb_relative_information_score: 956.8126, mean_absolute_error: 0.342, mean_prior_absolute_error: 0.4147, number_of_instances: 5404, precision: 0.6986, predictive_accuracy: 0.7259, prior_entropy: 0.8733, recall: 0.7259, relative_absolute_error: 0.8247, root_mean_prior_squared_error: 0.4554, root_mean_squared_error: 0.4011, root_relative_squared_error: 0.8809, scimark_benchmark: 1310.6872, usercpu_time_millis: 37.239, usercpu_time_millis_testing: 0.011, usercpu_time_millis_training: 37.228,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9238, f_measure: 0.8595, kappa: 0.6584, kb_relative_information_score: 2883.8869, mean_absolute_error: 0.1936, mean_prior_absolute_error: 0.4147, number_of_instances: 5404, precision: 0.8589, predictive_accuracy: 0.8608, prior_entropy: 0.8733, recall: 0.8608, relative_absolute_error: 0.4669, root_mean_prior_squared_error: 0.4554, root_mean_squared_error: 0.3155, root_relative_squared_error: 0.6929, scimark_benchmark: 1338.6807, usercpu_time_millis: 317.267, usercpu_time_millis_testing: 5.832, usercpu_time_millis_training: 311.435,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.706, f_measure: 0.585, kb_relative_information_score: -978.4114, mean_absolute_error: 0.4516, mean_prior_absolute_error: 0.4147, number_of_instances: 5404, precision: 0.4992, predictive_accuracy: 0.7065, prior_entropy: 0.8733, recall: 0.7065, relative_absolute_error: 1.0888, root_mean_prior_squared_error: 0.4554, root_mean_squared_error: 0.4631, root_relative_squared_error: 1.0171, scimark_benchmark: 1334.4364, usercpu_time_millis: 14.413, usercpu_time_millis_testing: 0.012, usercpu_time_millis_training: 14.401,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8641, f_measure: 0.7683, kappa: 0.4212, kb_relative_information_score: 668.3707, mean_absolute_error: 0.371, mean_prior_absolute_error: 0.4147, number_of_instances: 5404, precision: 0.7707, predictive_accuracy: 0.7816, prior_entropy: 0.8733, recall: 0.7816, relative_absolute_error: 0.8945, root_mean_prior_squared_error: 0.4554, root_mean_squared_error: 0.3981, root_relative_squared_error: 0.8742, scimark_benchmark: 1326.1903, usercpu_time_millis: 66.645, usercpu_time_millis_testing: 1.145, usercpu_time_millis_training: 65.5,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8126, f_measure: 0.7427, kappa: 0.3632, kb_relative_information_score: 1224.5136, mean_absolute_error: 0.3177, mean_prior_absolute_error: 0.4147, number_of_instances: 5404, precision: 0.7397, predictive_accuracy: 0.7519, prior_entropy: 0.8733, recall: 0.7519, relative_absolute_error: 0.766, root_mean_prior_squared_error: 0.4554, root_mean_squared_error: 0.3969, root_relative_squared_error: 0.8717, scimark_benchmark: 1334.3781, usercpu_time_millis: 63.347, usercpu_time_millis_testing: 0.022, usercpu_time_millis_training: 63.325,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8123, f_measure: 0.7398, kappa: 0.3553, kb_relative_information_score: 1282.7671, mean_absolute_error: 0.3121, mean_prior_absolute_error: 0.4147, number_of_instances: 5404, precision: 0.7367, predictive_accuracy: 0.7496, prior_entropy: 0.8733, recall: 0.7496, relative_absolute_error: 0.7526, root_mean_prior_squared_error: 0.4554, root_mean_squared_error: 0.3975, root_relative_squared_error: 0.8729, scimark_benchmark: 1326.9571, usercpu_time_millis: 70.113, usercpu_time_millis_testing: 0.011, usercpu_time_millis_training: 70.102,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8124, f_measure: 0.7333, kappa: 0.3369, kb_relative_information_score: 1224.6136, mean_absolute_error: 0.3176, mean_prior_absolute_error: 0.4147, number_of_instances: 5404, precision: 0.7304, predictive_accuracy: 0.7454, prior_entropy: 0.8733, recall: 0.7454, relative_absolute_error: 0.7659, root_mean_prior_squared_error: 0.4554, root_mean_squared_error: 0.3972, root_relative_squared_error: 0.8722, scimark_benchmark: 1329.9587, usercpu_time_millis: 60.957, usercpu_time_millis_testing: 0.011, usercpu_time_millis_training: 60.946,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8124, f_measure: 0.738, kappa: 0.3501, kb_relative_information_score: 1259.2604, mean_absolute_error: 0.3144, mean_prior_absolute_error: 0.4147, number_of_instances: 5404, precision: 0.735, predictive_accuracy: 0.7485, prior_entropy: 0.8733, recall: 0.7485, relative_absolute_error: 0.758, root_mean_prior_squared_error: 0.4554, root_mean_squared_error: 0.3973, root_relative_squared_error: 0.8725, scimark_benchmark: 1301.8334, usercpu_time_millis: 92.684, usercpu_time_millis_testing: 0.013, usercpu_time_millis_training: 92.671,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8128, f_measure: 0.7254, kappa: 0.3147, kb_relative_information_score: 1173.8904, mean_absolute_error: 0.3226, mean_prior_absolute_error: 0.4147, number_of_instances: 5404, precision: 0.723, predictive_accuracy: 0.7404, prior_entropy: 0.8733, recall: 0.7404, relative_absolute_error: 0.7778, root_mean_prior_squared_error: 0.4554, root_mean_squared_error: 0.3972, root_relative_squared_error: 0.8722, scimark_benchmark: 1327.9309, usercpu_time_millis: 51.507, usercpu_time_millis_testing: 0.011, usercpu_time_millis_training: 51.496,

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