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: 0.8016, f_measure: 0.7454, kappa: 0.3687, kb_relative_information_score: 1290.0003, mean_absolute_error: 0.3169, mean_prior_absolute_error: 0.4147, number_of_instances: 5404, precision: 0.7427, predictive_accuracy: 0.7554, prior_entropy: 0.8733, recall: 0.7554, relative_absolute_error: 0.764, root_mean_prior_squared_error: 0.4554, root_mean_squared_error: 0.3991, root_relative_squared_error: 0.8765, scimark_benchmark: 1318.3137, usercpu_time_millis: 78.726, usercpu_time_millis_testing: 0.39, usercpu_time_millis_training: 78.336,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8475, f_measure: 0.7415, kappa: 0.3476, kb_relative_information_score: 1403.1675, mean_absolute_error: 0.3091, mean_prior_absolute_error: 0.4147, number_of_instances: 5404, precision: 0.7756, predictive_accuracy: 0.7752, prior_entropy: 0.8733, recall: 0.7752, relative_absolute_error: 0.7454, root_mean_prior_squared_error: 0.4554, root_mean_squared_error: 0.3888, root_relative_squared_error: 0.8539, scimark_benchmark: 1324.575, usercpu_time_millis: 64.336, usercpu_time_millis_testing: 0.431, usercpu_time_millis_training: 63.905,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8794, f_measure: 0.8045, kappa: 0.5231, kb_relative_information_score: 2013.635, mean_absolute_error: 0.263, mean_prior_absolute_error: 0.4147, number_of_instances: 5404, precision: 0.8031, predictive_accuracy: 0.8072, prior_entropy: 0.8733, recall: 0.8072, relative_absolute_error: 0.6342, root_mean_prior_squared_error: 0.4554, root_mean_squared_error: 0.3701, root_relative_squared_error: 0.8128, scimark_benchmark: 1318.7027, usercpu_time_millis: 63.852, usercpu_time_millis_testing: 0.792, usercpu_time_millis_training: 63.06,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9223, f_measure: 0.8026, kappa: 0.5023, kb_relative_information_score: 2307.1002, mean_absolute_error: 0.234, mean_prior_absolute_error: 0.4147, number_of_instances: 5404, precision: 0.8321, predictive_accuracy: 0.8225, prior_entropy: 0.8733, recall: 0.8225, relative_absolute_error: 0.5643, root_mean_prior_squared_error: 0.4554, root_mean_squared_error: 0.3362, root_relative_squared_error: 0.7384, scimark_benchmark: 1302.6848, usercpu_time_millis: 250.942, usercpu_time_millis_testing: 1.121, usercpu_time_millis_training: 249.821,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8016, f_measure: 0.7454, kappa: 0.3687, kb_relative_information_score: 1289.9891, mean_absolute_error: 0.3169, mean_prior_absolute_error: 0.4147, number_of_instances: 5404, precision: 0.7427, predictive_accuracy: 0.7554, prior_entropy: 0.8733, recall: 0.7554, relative_absolute_error: 0.764, root_mean_prior_squared_error: 0.4554, root_mean_squared_error: 0.3991, root_relative_squared_error: 0.8765, scimark_benchmark: 1327.9088, usercpu_time_millis: 134.073, usercpu_time_millis_testing: 0.422, usercpu_time_millis_training: 133.651,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9432, f_measure: 0.8804, kappa: 0.7048, kb_relative_information_score: 3030.2977, mean_absolute_error: 0.1858, mean_prior_absolute_error: 0.4147, number_of_instances: 5404, precision: 0.8829, predictive_accuracy: 0.884, prior_entropy: 0.8733, recall: 0.884, relative_absolute_error: 0.4479, root_mean_prior_squared_error: 0.4554, root_mean_squared_error: 0.2953, root_relative_squared_error: 0.6484, scimark_benchmark: 1312.372, usercpu_time_millis: 135.137, usercpu_time_millis_testing: 0.904, usercpu_time_millis_training: 134.233,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8006, f_measure: 0.7506, kappa: 0.3856, kb_relative_information_score: 1330.9417, mean_absolute_error: 0.3135, mean_prior_absolute_error: 0.4147, number_of_instances: 5404, precision: 0.7477, predictive_accuracy: 0.7576, prior_entropy: 0.8733, recall: 0.7576, relative_absolute_error: 0.7559, root_mean_prior_squared_error: 0.4554, root_mean_squared_error: 0.3995, root_relative_squared_error: 0.8773, scimark_benchmark: 1300.0547, usercpu_time_millis: 28.771, usercpu_time_millis_testing: 0.419, usercpu_time_millis_training: 28.352,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8021, f_measure: 0.7636, kappa: 0.4231, kb_relative_information_score: 1384.161, mean_absolute_error: 0.3091, mean_prior_absolute_error: 0.4147, number_of_instances: 5404, precision: 0.7615, predictive_accuracy: 0.7668, prior_entropy: 0.8733, recall: 0.7668, relative_absolute_error: 0.7453, root_mean_prior_squared_error: 0.4554, root_mean_squared_error: 0.4008, root_relative_squared_error: 0.8801, scimark_benchmark: 1304.1943, usercpu_time_millis: 67.676, usercpu_time_millis_testing: 0.792, usercpu_time_millis_training: 66.884,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8443, f_measure: 0.7789, kappa: 0.4583, kb_relative_information_score: 1634.1931, mean_absolute_error: 0.2911, mean_prior_absolute_error: 0.4147, number_of_instances: 5404, precision: 0.7768, predictive_accuracy: 0.7831, prior_entropy: 0.8733, recall: 0.7831, relative_absolute_error: 0.7019, root_mean_prior_squared_error: 0.4554, root_mean_squared_error: 0.3844, root_relative_squared_error: 0.8442, scimark_benchmark: 1326.6581, usercpu_time_millis: 60.351, usercpu_time_millis_testing: 0.733, usercpu_time_millis_training: 59.618,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.94, f_measure: 0.9002, kappa: 0.7563, kb_relative_information_score: 3504.2467, mean_absolute_error: 0.1523, mean_prior_absolute_error: 0.4147, number_of_instances: 5404, precision: 0.9004, predictive_accuracy: 0.9017, prior_entropy: 0.8733, recall: 0.9017, relative_absolute_error: 0.3672, root_mean_prior_squared_error: 0.4554, root_mean_squared_error: 0.2734, root_relative_squared_error: 0.6004, scimark_benchmark: 1321.2263, usercpu_time_millis: 141.377, usercpu_time_millis_testing: 0.886, usercpu_time_millis_training: 140.491,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8174, f_measure: 0.6963, kappa: 0.2357, kb_relative_information_score: 868.7411, mean_absolute_error: 0.3528, mean_prior_absolute_error: 0.4147, number_of_instances: 5404, precision: 0.7404, predictive_accuracy: 0.7467, prior_entropy: 0.8733, recall: 0.7467, relative_absolute_error: 0.8506, root_mean_prior_squared_error: 0.4554, root_mean_squared_error: 0.4187, root_relative_squared_error: 0.9196, scimark_benchmark: 1266.5066, usercpu_time_millis: 36.011, usercpu_time_millis_testing: 0.478, usercpu_time_millis_training: 35.533,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8, f_measure: 0.7566, kappa: 0.4024, kb_relative_information_score: 1343.8798, mean_absolute_error: 0.3124, mean_prior_absolute_error: 0.4147, number_of_instances: 5404, precision: 0.7539, predictive_accuracy: 0.762, prior_entropy: 0.8733, recall: 0.762, relative_absolute_error: 0.7533, root_mean_prior_squared_error: 0.4554, root_mean_squared_error: 0.4002, root_relative_squared_error: 0.8788, scimark_benchmark: 1326.9311, usercpu_time_millis: 27.95, usercpu_time_millis_testing: 0.451, usercpu_time_millis_training: 27.499,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8014, f_measure: 0.745, kappa: 0.368, kb_relative_information_score: 1292.9005, mean_absolute_error: 0.3166, mean_prior_absolute_error: 0.4147, number_of_instances: 5404, precision: 0.7424, predictive_accuracy: 0.755, prior_entropy: 0.8733, recall: 0.755, relative_absolute_error: 0.7634, root_mean_prior_squared_error: 0.4554, root_mean_squared_error: 0.3992, root_relative_squared_error: 0.8767, scimark_benchmark: 1324.4812, usercpu_time_millis: 26.239, usercpu_time_millis_testing: 0.392, usercpu_time_millis_training: 25.847,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.7307, f_measure: 0.707, kappa: 0.2611, kb_relative_information_score: 880.3336, mean_absolute_error: 0.3477, mean_prior_absolute_error: 0.4147, number_of_instances: 5404, precision: 0.7155, predictive_accuracy: 0.738, prior_entropy: 0.8733, recall: 0.738, relative_absolute_error: 0.8385, root_mean_prior_squared_error: 0.4554, root_mean_squared_error: 0.4261, root_relative_squared_error: 0.9358, scimark_benchmark: 1294.1133, usercpu_time_millis: 1805.738, usercpu_time_millis_testing: 0.383, usercpu_time_millis_training: 1805.355,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9254, f_measure: 0.8639, kappa: 0.667, kb_relative_information_score: 2878.2886, mean_absolute_error: 0.2027, mean_prior_absolute_error: 0.4147, number_of_instances: 5404, precision: 0.8636, predictive_accuracy: 0.8662, prior_entropy: 0.8733, recall: 0.8662, relative_absolute_error: 0.4887, root_mean_prior_squared_error: 0.4554, root_mean_squared_error: 0.3136, root_relative_squared_error: 0.6888, scimark_benchmark: 1302.7712, usercpu_time_millis: 76.138, usercpu_time_millis_testing: 0.684, usercpu_time_millis_training: 75.454,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8808, f_measure: 0.8064, kappa: 0.5285, kb_relative_information_score: 2046.4276, mean_absolute_error: 0.2594, mean_prior_absolute_error: 0.4147, number_of_instances: 5404, precision: 0.805, predictive_accuracy: 0.8085, prior_entropy: 0.8733, recall: 0.8085, relative_absolute_error: 0.6254, root_mean_prior_squared_error: 0.4554, root_mean_squared_error: 0.3619, root_relative_squared_error: 0.7946, scimark_benchmark: 1323.7111, usercpu_time_millis: 56.646, usercpu_time_millis_testing: 0.699, usercpu_time_millis_training: 55.947,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9425, f_measure: 0.8838, kappa: 0.7141, kb_relative_information_score: 3087.9115, mean_absolute_error: 0.1823, mean_prior_absolute_error: 0.4147, number_of_instances: 5404, precision: 0.8853, predictive_accuracy: 0.8868, prior_entropy: 0.8733, recall: 0.8868, relative_absolute_error: 0.4396, root_mean_prior_squared_error: 0.4554, root_mean_squared_error: 0.293, root_relative_squared_error: 0.6434, scimark_benchmark: 1328.2039, usercpu_time_millis: 133.884, usercpu_time_millis_testing: 1.105, usercpu_time_millis_training: 132.779,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9058, f_measure: 0.8409, kappa: 0.6128, kb_relative_information_score: 2563.3017, mean_absolute_error: 0.2198, mean_prior_absolute_error: 0.4147, number_of_instances: 5404, precision: 0.84, predictive_accuracy: 0.8425, prior_entropy: 0.8733, recall: 0.8425, relative_absolute_error: 0.5301, root_mean_prior_squared_error: 0.4554, root_mean_squared_error: 0.3319, root_relative_squared_error: 0.7289, scimark_benchmark: 1330.5107, usercpu_time_millis: 51.019, usercpu_time_millis_testing: 0.634, usercpu_time_millis_training: 50.385,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8414, f_measure: 0.7515, kappa: 0.3736, kb_relative_information_score: 1505.3774, mean_absolute_error: 0.3007, mean_prior_absolute_error: 0.4147, number_of_instances: 5404, precision: 0.7673, predictive_accuracy: 0.7759, prior_entropy: 0.8733, recall: 0.7759, relative_absolute_error: 0.725, root_mean_prior_squared_error: 0.4554, root_mean_squared_error: 0.386, root_relative_squared_error: 0.8477, scimark_benchmark: 1322.1036, usercpu_time_millis: 43.89, usercpu_time_millis_testing: 0.45, usercpu_time_millis_training: 43.44,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8114, f_measure: 0.682, kappa: 0.2028, kb_relative_information_score: 745.1788, mean_absolute_error: 0.3623, mean_prior_absolute_error: 0.4147, number_of_instances: 5404, precision: 0.7382, predictive_accuracy: 0.7411, prior_entropy: 0.8733, recall: 0.7411, relative_absolute_error: 0.8736, root_mean_prior_squared_error: 0.4554, root_mean_squared_error: 0.4233, root_relative_squared_error: 0.9296, scimark_benchmark: 1324.4687, usercpu_time_millis: 38.393, usercpu_time_millis_testing: 0.642, usercpu_time_millis_training: 37.751,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8286, f_measure: 0.713, kappa: 0.2759, kb_relative_information_score: 1104.5689, mean_absolute_error: 0.3333, mean_prior_absolute_error: 0.4147, number_of_instances: 5404, precision: 0.744, predictive_accuracy: 0.7535, prior_entropy: 0.8733, recall: 0.7535, relative_absolute_error: 0.8035, root_mean_prior_squared_error: 0.4554, root_mean_squared_error: 0.4077, root_relative_squared_error: 0.8953, scimark_benchmark: 1317.2687, usercpu_time_millis: 31.246, usercpu_time_millis_testing: 0.462, usercpu_time_millis_training: 30.784,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9382, f_measure: 0.8543, kappa: 0.637, kb_relative_information_score: 2915.3212, mean_absolute_error: 0.1937, mean_prior_absolute_error: 0.4147, number_of_instances: 5404, precision: 0.8623, predictive_accuracy: 0.8618, prior_entropy: 0.8733, recall: 0.8618, relative_absolute_error: 0.467, root_mean_prior_squared_error: 0.4554, root_mean_squared_error: 0.3063, root_relative_squared_error: 0.6727, scimark_benchmark: 1301.0528, usercpu_time_millis: 215.351, usercpu_time_millis_testing: 0.981, usercpu_time_millis_training: 214.37,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9346, f_measure: 0.8834, kappa: 0.7151, kb_relative_information_score: 3102.4334, mean_absolute_error: 0.1859, mean_prior_absolute_error: 0.4147, number_of_instances: 5404, precision: 0.8832, predictive_accuracy: 0.8851, prior_entropy: 0.8733, recall: 0.8851, relative_absolute_error: 0.4483, root_mean_prior_squared_error: 0.4554, root_mean_squared_error: 0.2958, root_relative_squared_error: 0.6495, scimark_benchmark: 1295.7825, usercpu_time_millis: 86.989, usercpu_time_millis_testing: 0.94, usercpu_time_millis_training: 86.049,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8117, f_measure: 0.6857, kappa: 0.2111, kb_relative_information_score: 773.1717, mean_absolute_error: 0.3603, mean_prior_absolute_error: 0.4147, number_of_instances: 5404, precision: 0.7375, predictive_accuracy: 0.7422, prior_entropy: 0.8733, recall: 0.7422, relative_absolute_error: 0.8688, root_mean_prior_squared_error: 0.4554, root_mean_squared_error: 0.4223, root_relative_squared_error: 0.9274, scimark_benchmark: 1322.1178, usercpu_time_millis: 35.454, usercpu_time_millis_testing: 0.454, usercpu_time_millis_training: 35,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9201, f_measure: 0.8859, kappa: 0.7197, kb_relative_information_score: 3137.473, mean_absolute_error: 0.1843, mean_prior_absolute_error: 0.4147, number_of_instances: 5404, precision: 0.8868, predictive_accuracy: 0.8884, prior_entropy: 0.8733, recall: 0.8884, relative_absolute_error: 0.4443, root_mean_prior_squared_error: 0.4554, root_mean_squared_error: 0.2933, root_relative_squared_error: 0.6442, scimark_benchmark: 1296.0643, usercpu_time_millis: 149.873, usercpu_time_millis_testing: 0.844, usercpu_time_millis_training: 149.029,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8553, f_measure: 0.7423, kappa: 0.3496, kb_relative_information_score: 1459.3715, mean_absolute_error: 0.3026, mean_prior_absolute_error: 0.4147, number_of_instances: 5404, precision: 0.7762, predictive_accuracy: 0.7757, prior_entropy: 0.8733, recall: 0.7757, relative_absolute_error: 0.7295, root_mean_prior_squared_error: 0.4554, root_mean_squared_error: 0.3832, root_relative_squared_error: 0.8414, scimark_benchmark: 1313.4433, usercpu_time_millis: 656.736, usercpu_time_millis_testing: 0.432, usercpu_time_millis_training: 656.304,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8438, f_measure: 0.7375, kappa: 0.3374, kb_relative_information_score: 1376.3439, mean_absolute_error: 0.3114, mean_prior_absolute_error: 0.4147, number_of_instances: 5404, precision: 0.7678, predictive_accuracy: 0.7709, prior_entropy: 0.8733, recall: 0.7709, relative_absolute_error: 0.7509, root_mean_prior_squared_error: 0.4554, root_mean_squared_error: 0.3915, root_relative_squared_error: 0.8598, scimark_benchmark: 1328.3276, usercpu_time_millis: 45.624, usercpu_time_millis_testing: 0.435, usercpu_time_millis_training: 45.189,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8276, f_measure: 0.7256, kappa: 0.309, kb_relative_information_score: 1260.4757, mean_absolute_error: 0.3172, mean_prior_absolute_error: 0.4147, number_of_instances: 5404, precision: 0.7323, predictive_accuracy: 0.7504, prior_entropy: 0.8733, recall: 0.7504, relative_absolute_error: 0.7648, root_mean_prior_squared_error: 0.4554, root_mean_squared_error: 0.3985, root_relative_squared_error: 0.8751, scimark_benchmark: 1326.9179, usercpu_time_millis: 40.621, usercpu_time_millis_testing: 0.509, usercpu_time_millis_training: 40.112,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8016, f_measure: 0.7454, kappa: 0.3687, kb_relative_information_score: 1289.8098, mean_absolute_error: 0.3169, mean_prior_absolute_error: 0.4147, number_of_instances: 5404, precision: 0.7427, predictive_accuracy: 0.7554, prior_entropy: 0.8733, recall: 0.7554, relative_absolute_error: 0.7641, root_mean_prior_squared_error: 0.4554, root_mean_squared_error: 0.3991, root_relative_squared_error: 0.8765, scimark_benchmark: 1330.5063, usercpu_time_millis: 115.708, usercpu_time_millis_testing: 0.4, usercpu_time_millis_training: 115.308,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8016, f_measure: 0.7454, kappa: 0.3687, kb_relative_information_score: 1290.3603, mean_absolute_error: 0.3168, mean_prior_absolute_error: 0.4147, number_of_instances: 5404, precision: 0.7427, predictive_accuracy: 0.7554, prior_entropy: 0.8733, recall: 0.7554, relative_absolute_error: 0.7639, root_mean_prior_squared_error: 0.4554, root_mean_squared_error: 0.3991, root_relative_squared_error: 0.8766, scimark_benchmark: 1329.5935, usercpu_time_millis: 28.044, usercpu_time_millis_testing: 0.379, usercpu_time_millis_training: 27.665,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.938, f_measure: 0.8644, kappa: 0.6636, kb_relative_information_score: 3015.9826, mean_absolute_error: 0.1874, mean_prior_absolute_error: 0.4147, number_of_instances: 5404, precision: 0.8692, predictive_accuracy: 0.8699, prior_entropy: 0.8733, recall: 0.8699, relative_absolute_error: 0.4518, root_mean_prior_squared_error: 0.4554, root_mean_squared_error: 0.3015, root_relative_squared_error: 0.6622, scimark_benchmark: 1330.172, usercpu_time_millis: 188.496, usercpu_time_millis_testing: 0.986, usercpu_time_millis_training: 187.51,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9235, f_measure: 0.8619, kappa: 0.6618, kb_relative_information_score: 2944.4801, mean_absolute_error: 0.1942, mean_prior_absolute_error: 0.4147, number_of_instances: 5404, precision: 0.8616, predictive_accuracy: 0.8644, prior_entropy: 0.8733, recall: 0.8644, relative_absolute_error: 0.4682, root_mean_prior_squared_error: 0.4554, root_mean_squared_error: 0.3141, root_relative_squared_error: 0.6898, scimark_benchmark: 1306.1923, usercpu_time_millis: 56.577, usercpu_time_millis_testing: 0.685, usercpu_time_millis_training: 55.892,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9014, f_measure: 0.835, kappa: 0.599, kb_relative_information_score: 2474.8904, mean_absolute_error: 0.2258, mean_prior_absolute_error: 0.4147, number_of_instances: 5404, precision: 0.8341, predictive_accuracy: 0.8364, prior_entropy: 0.8733, recall: 0.8364, relative_absolute_error: 0.5445, root_mean_prior_squared_error: 0.4554, root_mean_squared_error: 0.337, root_relative_squared_error: 0.7402, scimark_benchmark: 1319.4837, usercpu_time_millis: 51.367, usercpu_time_millis_testing: 0.445, usercpu_time_millis_training: 50.922,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8219, f_measure: 0.6959, kappa: 0.2344, kb_relative_information_score: 853.8214, mean_absolute_error: 0.3534, mean_prior_absolute_error: 0.4147, number_of_instances: 5404, precision: 0.7353, predictive_accuracy: 0.745, prior_entropy: 0.8733, recall: 0.745, relative_absolute_error: 0.8522, root_mean_prior_squared_error: 0.4554, root_mean_squared_error: 0.4183, root_relative_squared_error: 0.9186, scimark_benchmark: 1316.7863, usercpu_time_millis: 37.063, usercpu_time_millis_testing: 0.636, usercpu_time_millis_training: 36.427,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8012, f_measure: 0.7459, kappa: 0.3713, kb_relative_information_score: 1316.5381, mean_absolute_error: 0.3147, mean_prior_absolute_error: 0.4147, number_of_instances: 5404, precision: 0.743, predictive_accuracy: 0.7548, prior_entropy: 0.8733, recall: 0.7548, relative_absolute_error: 0.7589, root_mean_prior_squared_error: 0.4554, root_mean_squared_error: 0.399, root_relative_squared_error: 0.8763, scimark_benchmark: 1260.2022, usercpu_time_millis: 27.854, usercpu_time_millis_testing: 0.425, usercpu_time_millis_training: 27.429,
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0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8011, f_measure: 0.7449, kappa: 0.3685, kb_relative_information_score: 1317.1727, mean_absolute_error: 0.3146, mean_prior_absolute_error: 0.4147, number_of_instances: 5404, precision: 0.742, predictive_accuracy: 0.7541, prior_entropy: 0.8733, recall: 0.7541, relative_absolute_error: 0.7586, root_mean_prior_squared_error: 0.4554, root_mean_squared_error: 0.399, root_relative_squared_error: 0.8763, scimark_benchmark: 1321.3092, usercpu_time_millis: 27.746, usercpu_time_millis_testing: 0.415, usercpu_time_millis_training: 27.331,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8014, f_measure: 0.7451, kappa: 0.3681, kb_relative_information_score: 1292.2017, mean_absolute_error: 0.3167, mean_prior_absolute_error: 0.4147, number_of_instances: 5404, precision: 0.7425, predictive_accuracy: 0.7552, prior_entropy: 0.8733, recall: 0.7552, relative_absolute_error: 0.7635, root_mean_prior_squared_error: 0.4554, root_mean_squared_error: 0.3992, root_relative_squared_error: 0.8767, scimark_benchmark: 1325.2403, usercpu_time_millis: 26.372, usercpu_time_millis_testing: 0.383, usercpu_time_millis_training: 25.989,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8857, f_measure: 0.7755, kappa: 0.4334, kb_relative_information_score: 1563.101, mean_absolute_error: 0.2807, mean_prior_absolute_error: 0.4147, number_of_instances: 5404, precision: 0.8236, predictive_accuracy: 0.805, prior_entropy: 0.8733, recall: 0.805, relative_absolute_error: 0.6767, root_mean_prior_squared_error: 0.4554, root_mean_squared_error: 0.364, root_relative_squared_error: 0.7993, scimark_benchmark: 1319.3823, usercpu_time_millis: 110.542, usercpu_time_millis_testing: 0.964, usercpu_time_millis_training: 109.578,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8011, f_measure: 0.7631, kappa: 0.4215, kb_relative_information_score: 1373.9723, mean_absolute_error: 0.3099, mean_prior_absolute_error: 0.4147, number_of_instances: 5404, precision: 0.7609, predictive_accuracy: 0.7665, prior_entropy: 0.8733, recall: 0.7665, relative_absolute_error: 0.7471, root_mean_prior_squared_error: 0.4554, root_mean_squared_error: 0.401, root_relative_squared_error: 0.8807, scimark_benchmark: 1328.2246, usercpu_time_millis: 68.763, usercpu_time_millis_testing: 0.88, usercpu_time_millis_training: 67.883,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.815, f_measure: 0.7525, kappa: 0.3877, kb_relative_information_score: 1389.332, mean_absolute_error: 0.309, mean_prior_absolute_error: 0.4147, number_of_instances: 5404, precision: 0.7499, predictive_accuracy: 0.7611, prior_entropy: 0.8733, recall: 0.7611, relative_absolute_error: 0.745, root_mean_prior_squared_error: 0.4554, root_mean_squared_error: 0.3945, root_relative_squared_error: 0.8664, scimark_benchmark: 1312.8695, usercpu_time_millis: 61.517, usercpu_time_millis_testing: 0.729, usercpu_time_millis_training: 60.788,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8016, f_measure: 0.7455, kappa: 0.369, kb_relative_information_score: 1289.8828, mean_absolute_error: 0.3169, mean_prior_absolute_error: 0.4147, number_of_instances: 5404, precision: 0.7429, predictive_accuracy: 0.7556, prior_entropy: 0.8733, recall: 0.7556, relative_absolute_error: 0.764, root_mean_prior_squared_error: 0.4554, root_mean_squared_error: 0.3991, root_relative_squared_error: 0.8765, scimark_benchmark: 1320.0072, usercpu_time_millis: 58.547, usercpu_time_millis_testing: 0.53, usercpu_time_millis_training: 58.017,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8016, f_measure: 0.7454, kappa: 0.3687, kb_relative_information_score: 1290.0112, mean_absolute_error: 0.3169, mean_prior_absolute_error: 0.4147, number_of_instances: 5404, precision: 0.7427, predictive_accuracy: 0.7554, prior_entropy: 0.8733, recall: 0.7554, relative_absolute_error: 0.764, root_mean_prior_squared_error: 0.4554, root_mean_squared_error: 0.3991, root_relative_squared_error: 0.8765, scimark_benchmark: 1301.3601, usercpu_time_millis: 141.327, usercpu_time_millis_testing: 0.408, usercpu_time_millis_training: 140.919,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8016, f_measure: 0.7452, kappa: 0.3682, kb_relative_information_score: 1290.1918, mean_absolute_error: 0.3168, mean_prior_absolute_error: 0.4147, number_of_instances: 5404, precision: 0.7426, predictive_accuracy: 0.7554, prior_entropy: 0.8733, recall: 0.7554, relative_absolute_error: 0.7639, root_mean_prior_squared_error: 0.4554, root_mean_squared_error: 0.3992, root_relative_squared_error: 0.8766, scimark_benchmark: 1333.9301, usercpu_time_millis: 39.023, usercpu_time_millis_testing: 0.386, usercpu_time_millis_training: 38.637,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8331, f_measure: 0.7349, kappa: 0.3312, kb_relative_information_score: 1353.4027, mean_absolute_error: 0.3131, mean_prior_absolute_error: 0.4147, number_of_instances: 5404, precision: 0.7522, predictive_accuracy: 0.7637, prior_entropy: 0.8733, recall: 0.7637, relative_absolute_error: 0.7549, root_mean_prior_squared_error: 0.4554, root_mean_squared_error: 0.3956, root_relative_squared_error: 0.8688, scimark_benchmark: 1331.6766, usercpu_time_millis: 36.121, usercpu_time_millis_testing: 0.457, usercpu_time_millis_training: 35.664,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8015, f_measure: 0.7451, kappa: 0.3678, kb_relative_information_score: 1290.2257, mean_absolute_error: 0.3168, mean_prior_absolute_error: 0.4147, number_of_instances: 5404, precision: 0.7425, predictive_accuracy: 0.7552, prior_entropy: 0.8733, recall: 0.7552, relative_absolute_error: 0.7639, root_mean_prior_squared_error: 0.4554, root_mean_squared_error: 0.3992, root_relative_squared_error: 0.8766, scimark_benchmark: 1329.8342, usercpu_time_millis: 32.76, usercpu_time_millis_testing: 0.432, usercpu_time_millis_training: 32.328,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8011, f_measure: 0.7434, kappa: 0.3641, kb_relative_information_score: 1299.5545, mean_absolute_error: 0.3161, mean_prior_absolute_error: 0.4147, number_of_instances: 5404, precision: 0.7406, predictive_accuracy: 0.7533, prior_entropy: 0.8733, recall: 0.7533, relative_absolute_error: 0.7621, root_mean_prior_squared_error: 0.4554, root_mean_squared_error: 0.3991, root_relative_squared_error: 0.8765, scimark_benchmark: 1332.5416, usercpu_time_millis: 28.836, usercpu_time_millis_testing: 0.456, usercpu_time_millis_training: 28.38,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.7827, f_measure: 0.698, kappa: 0.2464, kb_relative_information_score: 789.5358, mean_absolute_error: 0.338, mean_prior_absolute_error: 0.4147, number_of_instances: 5404, precision: 0.8051, predictive_accuracy: 0.76, prior_entropy: 0.8733, recall: 0.76, relative_absolute_error: 0.815, root_mean_prior_squared_error: 0.4554, root_mean_squared_error: 0.4023, root_relative_squared_error: 0.8834, scimark_benchmark: 1325.4623, usercpu_time_millis: 98.216, usercpu_time_millis_testing: 0.933, usercpu_time_millis_training: 97.283,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9085, f_measure: 0.8381, kappa: 0.603, kb_relative_information_score: 2513.1161, mean_absolute_error: 0.2288, mean_prior_absolute_error: 0.4147, number_of_instances: 5404, precision: 0.8375, predictive_accuracy: 0.8414, prior_entropy: 0.8733, recall: 0.8414, relative_absolute_error: 0.5518, root_mean_prior_squared_error: 0.4554, root_mean_squared_error: 0.3406, root_relative_squared_error: 0.748, scimark_benchmark: 1315.7384, usercpu_time_millis: 66.839, usercpu_time_millis_testing: 0.811, usercpu_time_millis_training: 66.028,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8016, f_measure: 0.7454, kappa: 0.3687, kb_relative_information_score: 1290.049, mean_absolute_error: 0.3169, mean_prior_absolute_error: 0.4147, number_of_instances: 5404, precision: 0.7427, predictive_accuracy: 0.7554, prior_entropy: 0.8733, recall: 0.7554, relative_absolute_error: 0.764, root_mean_prior_squared_error: 0.4554, root_mean_squared_error: 0.3991, root_relative_squared_error: 0.8765, scimark_benchmark: 1295.1687, usercpu_time_millis: 344.787, usercpu_time_millis_testing: 0.558, usercpu_time_millis_training: 344.229,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8278, f_measure: 0.7276, kappa: 0.3143, kb_relative_information_score: 1265.795, mean_absolute_error: 0.3167, mean_prior_absolute_error: 0.4147, number_of_instances: 5404, precision: 0.7342, predictive_accuracy: 0.7519, prior_entropy: 0.8733, recall: 0.7519, relative_absolute_error: 0.7636, root_mean_prior_squared_error: 0.4554, root_mean_squared_error: 0.3978, root_relative_squared_error: 0.8737, scimark_benchmark: 1336.42, usercpu_time_millis: 124.995, usercpu_time_millis_testing: 0.431, usercpu_time_millis_training: 124.564,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9061, f_measure: 0.7713, kappa: 0.4229, kb_relative_information_score: 1916.2104, mean_absolute_error: 0.2617, mean_prior_absolute_error: 0.4147, number_of_instances: 5404, precision: 0.8217, predictive_accuracy: 0.8022, prior_entropy: 0.8733, recall: 0.8022, relative_absolute_error: 0.631, root_mean_prior_squared_error: 0.4554, root_mean_squared_error: 0.3549, root_relative_squared_error: 0.7794, scimark_benchmark: 1325.8799, usercpu_time_millis: 231.077, usercpu_time_millis_testing: 1.082, usercpu_time_millis_training: 229.995,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8938, f_measure: 0.7707, kappa: 0.4214, kb_relative_information_score: 1617.3312, mean_absolute_error: 0.2781, mean_prior_absolute_error: 0.4147, number_of_instances: 5404, precision: 0.8234, predictive_accuracy: 0.8022, prior_entropy: 0.8733, recall: 0.8022, relative_absolute_error: 0.6705, root_mean_prior_squared_error: 0.4554, root_mean_squared_error: 0.3619, root_relative_squared_error: 0.7947, scimark_benchmark: 1331.0727, usercpu_time_millis: 128.511, usercpu_time_millis_testing: 0.968, usercpu_time_millis_training: 127.543,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8015, f_measure: 0.7454, kappa: 0.3689, kb_relative_information_score: 1292.4325, mean_absolute_error: 0.3166, mean_prior_absolute_error: 0.4147, number_of_instances: 5404, precision: 0.7428, predictive_accuracy: 0.7554, prior_entropy: 0.8733, recall: 0.7554, relative_absolute_error: 0.7635, root_mean_prior_squared_error: 0.4554, root_mean_squared_error: 0.3992, root_relative_squared_error: 0.8766, scimark_benchmark: 1326.6887, usercpu_time_millis: 26.471, usercpu_time_millis_testing: 0.435, usercpu_time_millis_training: 26.036,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8001, f_measure: 0.7558, kappa: 0.4003, kb_relative_information_score: 1343.7879, mean_absolute_error: 0.3124, mean_prior_absolute_error: 0.4147, number_of_instances: 5404, precision: 0.753, predictive_accuracy: 0.7613, prior_entropy: 0.8733, recall: 0.7613, relative_absolute_error: 0.7533, root_mean_prior_squared_error: 0.4554, root_mean_squared_error: 0.4002, root_relative_squared_error: 0.8788, scimark_benchmark: 1322.0259, usercpu_time_millis: 27.937, usercpu_time_millis_testing: 0.411, usercpu_time_millis_training: 27.526,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8015, f_measure: 0.7456, kappa: 0.3693, kb_relative_information_score: 1290.9514, mean_absolute_error: 0.3168, mean_prior_absolute_error: 0.4147, number_of_instances: 5404, precision: 0.743, predictive_accuracy: 0.7556, prior_entropy: 0.8733, recall: 0.7556, relative_absolute_error: 0.7638, root_mean_prior_squared_error: 0.4554, root_mean_squared_error: 0.3992, root_relative_squared_error: 0.8766, scimark_benchmark: 1327.8065, usercpu_time_millis: 26.586, usercpu_time_millis_testing: 0.405, usercpu_time_millis_training: 26.181,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9416, f_measure: 0.8856, kappa: 0.7191, kb_relative_information_score: 3141.4665, mean_absolute_error: 0.1803, mean_prior_absolute_error: 0.4147, number_of_instances: 5404, precision: 0.8867, predictive_accuracy: 0.8882, prior_entropy: 0.8733, recall: 0.8882, relative_absolute_error: 0.4346, root_mean_prior_squared_error: 0.4554, root_mean_squared_error: 0.2912, root_relative_squared_error: 0.6395, scimark_benchmark: 1331.0223, usercpu_time_millis: 93.344, usercpu_time_millis_testing: 0.943, usercpu_time_millis_training: 92.401,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.7042, f_measure: 0.6716, kappa: 0.1866, kb_relative_information_score: 525.5809, mean_absolute_error: 0.3641, mean_prior_absolute_error: 0.4147, number_of_instances: 5404, precision: 0.8052, predictive_accuracy: 0.7469, prior_entropy: 0.8733, recall: 0.7469, relative_absolute_error: 0.8779, root_mean_prior_squared_error: 0.4554, root_mean_squared_error: 0.4203, root_relative_squared_error: 0.9229, scimark_benchmark: 1308.4566, usercpu_time_millis: 90.678, usercpu_time_millis_testing: 0.758, usercpu_time_millis_training: 89.92,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.867, f_measure: 0.7563, kappa: 0.385, kb_relative_information_score: 1578.6003, mean_absolute_error: 0.2972, mean_prior_absolute_error: 0.4147, number_of_instances: 5404, precision: 0.7923, predictive_accuracy: 0.787, prior_entropy: 0.8733, recall: 0.787, relative_absolute_error: 0.7165, root_mean_prior_squared_error: 0.4554, root_mean_squared_error: 0.3768, root_relative_squared_error: 0.8275, scimark_benchmark: 1330.0277, usercpu_time_millis: 1692.269, usercpu_time_millis_testing: 0.248, usercpu_time_millis_training: 1692.021,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8016, f_measure: 0.7454, kappa: 0.3687, kb_relative_information_score: 1290.1212, mean_absolute_error: 0.3169, mean_prior_absolute_error: 0.4147, number_of_instances: 5404, precision: 0.7427, predictive_accuracy: 0.7554, prior_entropy: 0.8733, recall: 0.7554, relative_absolute_error: 0.764, root_mean_prior_squared_error: 0.4554, root_mean_squared_error: 0.3991, root_relative_squared_error: 0.8765, scimark_benchmark: 1316.521, usercpu_time_millis: 149.103, usercpu_time_millis_testing: 0.422, usercpu_time_millis_training: 148.681,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8285, f_measure: 0.7179, kappa: 0.2889, kb_relative_information_score: 1110.5644, mean_absolute_error: 0.3348, mean_prior_absolute_error: 0.4147, number_of_instances: 5404, precision: 0.76, predictive_accuracy: 0.7605, prior_entropy: 0.8733, recall: 0.7605, relative_absolute_error: 0.8074, root_mean_prior_squared_error: 0.4554, root_mean_squared_error: 0.4073, root_relative_squared_error: 0.8945, scimark_benchmark: 1318.7584, usercpu_time_millis: 35.356, usercpu_time_millis_testing: 0.487, usercpu_time_millis_training: 34.869,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8014, f_measure: 0.745, kappa: 0.3677, kb_relative_information_score: 1292.3113, mean_absolute_error: 0.3167, mean_prior_absolute_error: 0.4147, number_of_instances: 5404, precision: 0.7423, predictive_accuracy: 0.755, prior_entropy: 0.8733, recall: 0.755, relative_absolute_error: 0.7635, root_mean_prior_squared_error: 0.4554, root_mean_squared_error: 0.3992, root_relative_squared_error: 0.8767, scimark_benchmark: 1317.8342, usercpu_time_millis: 26.728, usercpu_time_millis_testing: 0.531, usercpu_time_millis_training: 26.197,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8016, f_measure: 0.7454, kappa: 0.3687, kb_relative_information_score: 1289.9626, mean_absolute_error: 0.3169, mean_prior_absolute_error: 0.4147, number_of_instances: 5404, precision: 0.7427, predictive_accuracy: 0.7554, prior_entropy: 0.8733, recall: 0.7554, relative_absolute_error: 0.764, root_mean_prior_squared_error: 0.4554, root_mean_squared_error: 0.3991, root_relative_squared_error: 0.8765, scimark_benchmark: 1331.0219, usercpu_time_millis: 128.651, usercpu_time_millis_testing: 0.404, usercpu_time_millis_training: 128.247,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8626, f_measure: 0.7205, kappa: 0.2992, kb_relative_information_score: 1342.2713, mean_absolute_error: 0.3032, mean_prior_absolute_error: 0.4147, number_of_instances: 5404, precision: 0.8092, predictive_accuracy: 0.7722, prior_entropy: 0.8733, recall: 0.7722, relative_absolute_error: 0.7312, root_mean_prior_squared_error: 0.4554, root_mean_squared_error: 0.3843, root_relative_squared_error: 0.8439, scimark_benchmark: 1324.4496, usercpu_time_millis: 233.968, usercpu_time_millis_testing: 0.997, usercpu_time_millis_training: 232.971,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.7543, f_measure: 0.6884, kappa: 0.2246, kb_relative_information_score: 661.9372, mean_absolute_error: 0.3498, mean_prior_absolute_error: 0.4147, number_of_instances: 5404, precision: 0.8088, predictive_accuracy: 0.7556, prior_entropy: 0.8733, recall: 0.7556, relative_absolute_error: 0.8435, root_mean_prior_squared_error: 0.4554, root_mean_squared_error: 0.4099, root_relative_squared_error: 0.9002, scimark_benchmark: 1312.7886, usercpu_time_millis: 93.984, usercpu_time_millis_testing: 0.804, usercpu_time_millis_training: 93.18,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8722, f_measure: 0.7969, kappa: 0.5048, kb_relative_information_score: 1982.3351, mean_absolute_error: 0.2618, mean_prior_absolute_error: 0.4147, number_of_instances: 5404, precision: 0.7953, predictive_accuracy: 0.7994, prior_entropy: 0.8733, recall: 0.7994, relative_absolute_error: 0.6312, root_mean_prior_squared_error: 0.4554, root_mean_squared_error: 0.363, root_relative_squared_error: 0.7971, scimark_benchmark: 1325.0375, usercpu_time_millis: 61.094, usercpu_time_millis_testing: 0.687, usercpu_time_millis_training: 60.407,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8015, f_measure: 0.7453, kappa: 0.3684, kb_relative_information_score: 1288.9418, mean_absolute_error: 0.317, mean_prior_absolute_error: 0.4147, number_of_instances: 5404, precision: 0.7427, predictive_accuracy: 0.7554, prior_entropy: 0.8733, recall: 0.7554, relative_absolute_error: 0.7642, root_mean_prior_squared_error: 0.4554, root_mean_squared_error: 0.3991, root_relative_squared_error: 0.8765, scimark_benchmark: 1329.3196, usercpu_time_millis: 51.197, usercpu_time_millis_testing: 0.403, usercpu_time_millis_training: 50.794,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.8016, f_measure: 0.7455, kappa: 0.369, kb_relative_information_score: 1289.9051, mean_absolute_error: 0.3169, mean_prior_absolute_error: 0.4147, number_of_instances: 5404, precision: 0.7429, predictive_accuracy: 0.7556, prior_entropy: 0.8733, recall: 0.7556, relative_absolute_error: 0.764, root_mean_prior_squared_error: 0.4554, root_mean_squared_error: 0.3991, root_relative_squared_error: 0.8765, scimark_benchmark: 1317.78, usercpu_time_millis: 49.796, usercpu_time_millis_testing: 0.42, usercpu_time_millis_training: 49.376,
0 likes - 0 downloads - 0 reach - area_under_roc_curve: 0.9319, f_measure: 0.8297, kappa: 0.5726, kb_relative_information_score: 2571.0661, mean_absolute_error: 0.2168, mean_prior_absolute_error: 0.4147, number_of_instances: 5404, precision: 0.8469, predictive_accuracy: 0.8425, prior_entropy: 0.8733, recall: 0.8425, relative_absolute_error: 0.5226, root_mean_prior_squared_error: 0.4554, root_mean_squared_error: 0.3245, root_relative_squared_error: 0.7126, scimark_benchmark: 1319.101, usercpu_time_millis: 255.496, usercpu_time_millis_testing: 1.09, usercpu_time_millis_training: 254.406,

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

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