sync random_forest config 0015
Browse filesThis view is limited to 50 files because it contains too many changes. See raw diff
- machine_learning/random_forest/2way/config_0011/config.json +18 -0
- machine_learning/random_forest/2way/config_0011/metrics.json +7 -0
- machine_learning/random_forest/2way/config_0011/model.pkl +3 -0
- machine_learning/random_forest/2way/config_0011/report.json +36 -0
- machine_learning/random_forest/2way/config_0012/config.json +18 -0
- machine_learning/random_forest/2way/config_0012/metrics.json +7 -0
- machine_learning/random_forest/2way/config_0012/model.pkl +3 -0
- machine_learning/random_forest/2way/config_0012/report.json +36 -0
- machine_learning/random_forest/2way/config_0013/config.json +18 -0
- machine_learning/random_forest/2way/config_0013/metrics.json +7 -0
- machine_learning/random_forest/2way/config_0013/model.pkl +3 -0
- machine_learning/random_forest/2way/config_0013/report.json +36 -0
- machine_learning/random_forest/2way/config_0014/config.json +18 -0
- machine_learning/random_forest/2way/config_0014/metrics.json +7 -0
- machine_learning/random_forest/2way/config_0014/model.pkl +3 -0
- machine_learning/random_forest/2way/config_0014/report.json +36 -0
- machine_learning/random_forest/2way/config_0015/config.json +18 -0
- machine_learning/random_forest/2way/config_0015/metrics.json +7 -0
- machine_learning/random_forest/2way/config_0015/model.pkl +3 -0
- machine_learning/random_forest/2way/config_0015/report.json +36 -0
- machine_learning/random_forest/3way/config_0011/config.json +18 -0
- machine_learning/random_forest/3way/config_0011/metrics.json +7 -0
- machine_learning/random_forest/3way/config_0011/model.pkl +3 -0
- machine_learning/random_forest/3way/config_0011/report.json +37 -0
- machine_learning/random_forest/3way/config_0012/config.json +18 -0
- machine_learning/random_forest/3way/config_0012/metrics.json +7 -0
- machine_learning/random_forest/3way/config_0012/model.pkl +3 -0
- machine_learning/random_forest/3way/config_0012/report.json +37 -0
- machine_learning/random_forest/3way/config_0013/config.json +18 -0
- machine_learning/random_forest/3way/config_0013/metrics.json +7 -0
- machine_learning/random_forest/3way/config_0013/model.pkl +3 -0
- machine_learning/random_forest/3way/config_0013/report.json +37 -0
- machine_learning/random_forest/3way/config_0014/config.json +18 -0
- machine_learning/random_forest/3way/config_0014/metrics.json +7 -0
- machine_learning/random_forest/3way/config_0014/model.pkl +3 -0
- machine_learning/random_forest/3way/config_0014/report.json +37 -0
- machine_learning/random_forest/3way/config_0015/config.json +18 -0
- machine_learning/random_forest/3way/config_0015/metrics.json +7 -0
- machine_learning/random_forest/3way/config_0015/model.pkl +3 -0
- machine_learning/random_forest/3way/config_0015/report.json +37 -0
- machine_learning/random_forest/5way/config_0011/config.json +18 -0
- machine_learning/random_forest/5way/config_0011/metrics.json +7 -0
- machine_learning/random_forest/5way/config_0011/model.pkl +3 -0
- machine_learning/random_forest/5way/config_0011/report.json +39 -0
- machine_learning/random_forest/5way/config_0012/config.json +18 -0
- machine_learning/random_forest/5way/config_0012/metrics.json +7 -0
- machine_learning/random_forest/5way/config_0012/model.pkl +3 -0
- machine_learning/random_forest/5way/config_0012/report.json +39 -0
- machine_learning/random_forest/5way/config_0013/config.json +18 -0
- machine_learning/random_forest/5way/config_0013/metrics.json +7 -0
machine_learning/random_forest/2way/config_0011/config.json
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{
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"algorithm_name": "Random Forest",
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"algorithm_slug": "random_forest",
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"scheme": "2way",
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"config_index": 11,
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"n_classes": 2,
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"n_train": 9531,
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"n_test": 1273,
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"feature_dim": 3074,
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"embed_model": "text-embedding-3-small",
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"random_seed": 42,
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"class_weight": null,
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"max_depth": null,
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"max_features": "sqrt",
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"min_samples_leaf": 2,
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"min_samples_split": 5,
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"n_estimators": 400
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}
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machine_learning/random_forest/2way/config_0011/metrics.json
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{
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"accuracy": 0.6739984289080911,
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"cohen_kappa": 0.27222770961018417,
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"spearman_r": 0.3239056844770452,
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"pearson_r": 0.3239056844770452,
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"train_time_s": 79.40457248687744
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}
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machine_learning/random_forest/2way/config_0011/model.pkl
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version https://git-lfs.github.com/spec/v1
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oid sha256:a0f0730ebc03f989ec8855fbfa1ae69391768e447f6c162ef78e157b10e5deda
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size 43294498
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machine_learning/random_forest/2way/config_0011/report.json
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{
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"algorithm": "Random Forest",
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"scheme": "2way",
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"config_index": 11,
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"mlflow_run_id": "a476809094dc42eb950f161ce0a37635",
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"model_logging_mode": "huggingface_pickle",
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"params": {
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"algorithm_name": "Random Forest",
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"algorithm_slug": "random_forest",
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"scheme": "2way",
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"config_index": 11,
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"n_classes": 2,
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"n_train": 9531,
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"n_test": 1273,
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"feature_dim": 3074,
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"embed_model": "text-embedding-3-small",
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"random_seed": 42,
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"class_weight": null,
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"max_depth": null,
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"max_features": "sqrt",
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"min_samples_leaf": 2,
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"min_samples_split": 5,
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"n_estimators": 400
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},
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"metrics": {
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"accuracy": 0.6739984289080911,
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"cohen_kappa": 0.27222770961018417,
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"spearman_r": 0.3239056844770452,
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"pearson_r": 0.3239056844770452,
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"train_time_s": 79.40457248687744
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},
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"label_names": {
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"0": "correct",
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"1": "incorrect"
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}
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}
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machine_learning/random_forest/2way/config_0012/config.json
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{
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"algorithm_name": "Random Forest",
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"algorithm_slug": "random_forest",
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"scheme": "2way",
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"config_index": 12,
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"n_classes": 2,
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"n_train": 9531,
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"n_test": 1273,
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"feature_dim": 3074,
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"embed_model": "text-embedding-3-small",
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"random_seed": 42,
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"class_weight": null,
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"max_depth": null,
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"max_features": "sqrt",
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"min_samples_leaf": 2,
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"min_samples_split": 5,
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"n_estimators": 600
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}
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machine_learning/random_forest/2way/config_0012/metrics.json
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{
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"accuracy": 0.6739984289080911,
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"cohen_kappa": 0.2730488890601285,
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"spearman_r": 0.3230136503965126,
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"pearson_r": 0.32301365039651253,
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"train_time_s": 119.30413150787354
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}
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machine_learning/random_forest/2way/config_0012/model.pkl
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version https://git-lfs.github.com/spec/v1
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oid sha256:a4c4e8530214f4d7977fbaf6acced6dfd0063c2b0e676bcd12c268e98adc9fdc
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size 64955218
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machine_learning/random_forest/2way/config_0012/report.json
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{
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"algorithm": "Random Forest",
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"scheme": "2way",
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"config_index": 12,
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"mlflow_run_id": "f288812ccd3546ba874d709f42dda34f",
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"model_logging_mode": "huggingface_pickle",
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"params": {
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"algorithm_name": "Random Forest",
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"algorithm_slug": "random_forest",
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"scheme": "2way",
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"config_index": 12,
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"n_classes": 2,
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"n_train": 9531,
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"n_test": 1273,
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"feature_dim": 3074,
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"embed_model": "text-embedding-3-small",
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"random_seed": 42,
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"class_weight": null,
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"max_depth": null,
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"max_features": "sqrt",
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"min_samples_leaf": 2,
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"min_samples_split": 5,
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"n_estimators": 600
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},
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"metrics": {
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"accuracy": 0.6739984289080911,
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"cohen_kappa": 0.2730488890601285,
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| 28 |
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"spearman_r": 0.3230136503965126,
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"pearson_r": 0.32301365039651253,
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"train_time_s": 119.30413150787354
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},
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"label_names": {
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"0": "correct",
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"1": "incorrect"
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}
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}
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machine_learning/random_forest/2way/config_0013/config.json
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{
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"algorithm_name": "Random Forest",
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"algorithm_slug": "random_forest",
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"scheme": "2way",
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"config_index": 13,
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"n_classes": 2,
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"n_train": 9531,
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"n_test": 1273,
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"feature_dim": 3074,
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"embed_model": "text-embedding-3-small",
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"random_seed": 42,
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"class_weight": null,
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"max_depth": null,
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"max_features": "log2",
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"min_samples_leaf": 1,
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"min_samples_split": 2,
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"n_estimators": 200
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}
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machine_learning/random_forest/2way/config_0013/metrics.json
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{
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"accuracy": 0.6630007855459544,
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"cohen_kappa": 0.23951528789876864,
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"spearman_r": 0.3037874914224478,
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"pearson_r": 0.30378749142244726,
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"train_time_s": 8.292577743530273
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}
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machine_learning/random_forest/2way/config_0013/model.pkl
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version https://git-lfs.github.com/spec/v1
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oid sha256:77190569b6f3289c647f15e944aace4da72c3de9474a44eebee076f14e65ef38
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size 34669617
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machine_learning/random_forest/2way/config_0013/report.json
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{
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"algorithm": "Random Forest",
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"scheme": "2way",
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"config_index": 13,
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"mlflow_run_id": "979e8aba07ca498f89af75115ee86779",
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"model_logging_mode": "huggingface_pickle",
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"params": {
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"algorithm_name": "Random Forest",
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"algorithm_slug": "random_forest",
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"scheme": "2way",
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"config_index": 13,
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"n_classes": 2,
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"n_train": 9531,
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"n_test": 1273,
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"feature_dim": 3074,
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"embed_model": "text-embedding-3-small",
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"random_seed": 42,
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"class_weight": null,
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| 19 |
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"max_depth": null,
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| 20 |
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"max_features": "log2",
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| 21 |
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"min_samples_leaf": 1,
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| 22 |
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"min_samples_split": 2,
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| 23 |
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"n_estimators": 200
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},
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"metrics": {
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| 26 |
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"accuracy": 0.6630007855459544,
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| 27 |
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"cohen_kappa": 0.23951528789876864,
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| 28 |
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"spearman_r": 0.3037874914224478,
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| 29 |
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"pearson_r": 0.30378749142244726,
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| 30 |
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"train_time_s": 8.292577743530273
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},
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"label_names": {
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"0": "correct",
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"1": "incorrect"
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}
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}
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machine_learning/random_forest/2way/config_0014/config.json
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{
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"algorithm_name": "Random Forest",
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"algorithm_slug": "random_forest",
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| 4 |
+
"scheme": "2way",
|
| 5 |
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|
| 6 |
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|
| 7 |
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|
| 8 |
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| 9 |
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| 10 |
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| 11 |
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| 12 |
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| 13 |
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| 14 |
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| 15 |
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|
| 16 |
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|
| 17 |
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"n_estimators": 400
|
| 18 |
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|
machine_learning/random_forest/2way/config_0014/metrics.json
ADDED
|
@@ -0,0 +1,7 @@
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|
|
|
|
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|
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|
| 1 |
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{
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| 7 |
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|
machine_learning/random_forest/2way/config_0014/model.pkl
ADDED
|
@@ -0,0 +1,3 @@
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|
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| 1 |
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version https://git-lfs.github.com/spec/v1
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| 3 |
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size 69312898
|
machine_learning/random_forest/2way/config_0014/report.json
ADDED
|
@@ -0,0 +1,36 @@
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|
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|
|
|
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|
| 1 |
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{
|
| 2 |
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"algorithm": "Random Forest",
|
| 3 |
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"scheme": "2way",
|
| 4 |
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|
| 5 |
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|
| 6 |
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"model_logging_mode": "huggingface_pickle",
|
| 7 |
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"params": {
|
| 8 |
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"algorithm_name": "Random Forest",
|
| 9 |
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|
| 10 |
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|
| 11 |
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|
| 12 |
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|
| 13 |
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|
| 14 |
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|
| 15 |
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|
| 16 |
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| 17 |
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|
| 18 |
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|
| 19 |
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|
| 20 |
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|
| 21 |
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|
| 22 |
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|
| 23 |
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"n_estimators": 400
|
| 24 |
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},
|
| 25 |
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"metrics": {
|
| 26 |
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"accuracy": 0.6582875098193244,
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| 27 |
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| 28 |
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| 29 |
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| 30 |
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|
| 31 |
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| 32 |
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|
| 33 |
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"0": "correct",
|
| 34 |
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"1": "incorrect"
|
| 35 |
+
}
|
| 36 |
+
}
|
machine_learning/random_forest/2way/config_0015/config.json
ADDED
|
@@ -0,0 +1,18 @@
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|
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|
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|
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|
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|
|
|
|
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|
|
|
|
|
| 1 |
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{
|
| 2 |
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"algorithm_name": "Random Forest",
|
| 3 |
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"algorithm_slug": "random_forest",
|
| 4 |
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"scheme": "2way",
|
| 5 |
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|
| 6 |
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|
| 7 |
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|
| 8 |
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|
| 9 |
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|
| 10 |
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|
| 11 |
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|
| 12 |
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|
| 13 |
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|
| 14 |
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|
| 15 |
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|
| 16 |
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|
| 17 |
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"n_estimators": 600
|
| 18 |
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}
|
machine_learning/random_forest/2way/config_0015/metrics.json
ADDED
|
@@ -0,0 +1,7 @@
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|
|
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|
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| 1 |
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{
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| 7 |
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|
machine_learning/random_forest/2way/config_0015/model.pkl
ADDED
|
@@ -0,0 +1,3 @@
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version https://git-lfs.github.com/spec/v1
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| 3 |
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size 103945938
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machine_learning/random_forest/2way/config_0015/report.json
ADDED
|
@@ -0,0 +1,36 @@
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|
| 1 |
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{
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| 2 |
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"algorithm": "Random Forest",
|
| 3 |
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| 4 |
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|
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| 6 |
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| 7 |
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| 8 |
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|
| 9 |
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|
| 10 |
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|
| 11 |
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| 12 |
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|
| 13 |
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|
| 14 |
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|
| 15 |
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| 16 |
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| 17 |
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| 18 |
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| 19 |
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|
| 20 |
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|
| 21 |
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|
| 22 |
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|
| 23 |
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|
| 24 |
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},
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| 25 |
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"metrics": {
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| 26 |
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| 27 |
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| 30 |
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| 31 |
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| 32 |
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| 33 |
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|
| 34 |
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"1": "incorrect"
|
| 35 |
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}
|
| 36 |
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}
|
machine_learning/random_forest/3way/config_0011/config.json
ADDED
|
@@ -0,0 +1,18 @@
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|
|
|
|
|
|
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|
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|
|
|
|
|
|
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|
|
| 1 |
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{
|
| 2 |
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"algorithm_name": "Random Forest",
|
| 3 |
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"algorithm_slug": "random_forest",
|
| 4 |
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"scheme": "3way",
|
| 5 |
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|
| 6 |
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|
| 7 |
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|
| 8 |
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|
| 9 |
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|
| 10 |
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| 11 |
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|
| 12 |
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|
| 13 |
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|
| 14 |
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|
| 15 |
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|
| 16 |
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|
| 17 |
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"n_estimators": 400
|
| 18 |
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}
|
machine_learning/random_forest/3way/config_0011/metrics.json
ADDED
|
@@ -0,0 +1,7 @@
|
|
|
|
|
|
|
|
|
|
|
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|
|
|
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|
|
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|
| 1 |
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| 7 |
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|
machine_learning/random_forest/3way/config_0011/model.pkl
ADDED
|
@@ -0,0 +1,3 @@
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version https://git-lfs.github.com/spec/v1
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| 3 |
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size 64839062
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machine_learning/random_forest/3way/config_0011/report.json
ADDED
|
@@ -0,0 +1,37 @@
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|
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|
|
| 1 |
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{
|
| 2 |
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|
| 3 |
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|
| 4 |
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|
| 5 |
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|
| 6 |
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|
| 7 |
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|
| 8 |
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|
| 9 |
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|
| 10 |
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|
| 11 |
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|
| 12 |
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|
| 13 |
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|
| 14 |
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|
| 15 |
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|
| 16 |
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| 17 |
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| 18 |
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|
| 19 |
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|
| 20 |
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| 21 |
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|
| 22 |
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|
| 23 |
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|
| 24 |
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},
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| 25 |
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|
| 26 |
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| 27 |
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| 30 |
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|
| 31 |
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| 32 |
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| 33 |
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|
| 34 |
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"1": "contradictory",
|
| 35 |
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"2": "incorrect"
|
| 36 |
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}
|
| 37 |
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}
|
machine_learning/random_forest/3way/config_0012/config.json
ADDED
|
@@ -0,0 +1,18 @@
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|
|
|
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|
|
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|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
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{
|
| 2 |
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"algorithm_name": "Random Forest",
|
| 3 |
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"algorithm_slug": "random_forest",
|
| 4 |
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"scheme": "3way",
|
| 5 |
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|
| 6 |
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|
| 7 |
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|
| 8 |
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|
| 9 |
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|
| 10 |
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|
| 11 |
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|
| 12 |
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|
| 13 |
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|
| 14 |
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|
| 15 |
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|
| 16 |
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"min_samples_split": 5,
|
| 17 |
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"n_estimators": 600
|
| 18 |
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}
|
machine_learning/random_forest/3way/config_0012/metrics.json
ADDED
|
@@ -0,0 +1,7 @@
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|
|
|
|
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
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{
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| 2 |
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| 6 |
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| 7 |
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|
machine_learning/random_forest/3way/config_0012/model.pkl
ADDED
|
@@ -0,0 +1,3 @@
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|
|
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|
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|
| 1 |
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version https://git-lfs.github.com/spec/v1
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| 3 |
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size 97217510
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machine_learning/random_forest/3way/config_0012/report.json
ADDED
|
@@ -0,0 +1,37 @@
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|
|
| 1 |
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{
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| 2 |
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| 3 |
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| 4 |
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|
| 5 |
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| 7 |
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| 8 |
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|
| 9 |
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| 10 |
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|
| 11 |
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|
| 12 |
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| 13 |
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| 14 |
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| 15 |
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| 16 |
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|
| 18 |
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|
| 19 |
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|
| 20 |
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|
| 21 |
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|
| 22 |
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|
| 23 |
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|
| 24 |
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|
| 25 |
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"metrics": {
|
| 26 |
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|
| 27 |
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| 29 |
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| 30 |
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| 31 |
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| 32 |
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| 33 |
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|
| 34 |
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"1": "contradictory",
|
| 35 |
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"2": "incorrect"
|
| 36 |
+
}
|
| 37 |
+
}
|
machine_learning/random_forest/3way/config_0013/config.json
ADDED
|
@@ -0,0 +1,18 @@
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|
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|
|
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|
| 1 |
+
{
|
| 2 |
+
"algorithm_name": "Random Forest",
|
| 3 |
+
"algorithm_slug": "random_forest",
|
| 4 |
+
"scheme": "3way",
|
| 5 |
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"config_index": 13,
|
| 6 |
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|
| 7 |
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|
| 8 |
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|
| 9 |
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| 10 |
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|
| 11 |
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|
| 12 |
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|
| 13 |
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|
| 14 |
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| 15 |
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|
| 16 |
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|
| 17 |
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"n_estimators": 200
|
| 18 |
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|
machine_learning/random_forest/3way/config_0013/metrics.json
ADDED
|
@@ -0,0 +1,7 @@
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machine_learning/random_forest/3way/config_0013/model.pkl
ADDED
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@@ -0,0 +1,3 @@
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machine_learning/random_forest/3way/config_0013/report.json
ADDED
|
@@ -0,0 +1,37 @@
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|
| 1 |
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{
|
| 2 |
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"algorithm": "Random Forest",
|
| 3 |
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|
| 4 |
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| 5 |
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| 6 |
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| 7 |
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| 8 |
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| 9 |
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| 10 |
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|
| 11 |
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| 12 |
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| 13 |
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| 15 |
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| 16 |
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| 20 |
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| 22 |
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|
| 23 |
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|
| 24 |
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| 25 |
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| 26 |
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| 33 |
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| 34 |
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|
| 35 |
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"2": "incorrect"
|
| 36 |
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}
|
| 37 |
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}
|
machine_learning/random_forest/3way/config_0014/config.json
ADDED
|
@@ -0,0 +1,18 @@
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|
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|
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|
| 1 |
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{
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| 2 |
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"algorithm_name": "Random Forest",
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| 3 |
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|
| 4 |
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"scheme": "3way",
|
| 5 |
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| 6 |
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|
| 7 |
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|
| 8 |
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|
| 9 |
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|
| 10 |
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| 11 |
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| 12 |
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| 13 |
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| 14 |
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| 15 |
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|
| 16 |
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|
| 17 |
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"n_estimators": 400
|
| 18 |
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|
machine_learning/random_forest/3way/config_0014/metrics.json
ADDED
|
@@ -0,0 +1,7 @@
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|
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| 7 |
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machine_learning/random_forest/3way/config_0014/model.pkl
ADDED
|
@@ -0,0 +1,3 @@
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version https://git-lfs.github.com/spec/v1
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size 107178230
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machine_learning/random_forest/3way/config_0014/report.json
ADDED
|
@@ -0,0 +1,37 @@
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| 1 |
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{
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| 3 |
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| 6 |
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| 7 |
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| 8 |
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| 9 |
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| 10 |
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| 11 |
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| 12 |
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| 13 |
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| 15 |
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| 18 |
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| 21 |
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|
| 22 |
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|
| 23 |
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|
| 24 |
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},
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| 26 |
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| 31 |
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| 33 |
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| 34 |
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|
| 35 |
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"2": "incorrect"
|
| 36 |
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}
|
| 37 |
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}
|
machine_learning/random_forest/3way/config_0015/config.json
ADDED
|
@@ -0,0 +1,18 @@
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|
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|
|
|
|
|
|
|
|
|
|
| 1 |
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{
|
| 2 |
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"algorithm_name": "Random Forest",
|
| 3 |
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|
| 4 |
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|
| 5 |
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|
| 6 |
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|
| 7 |
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|
| 8 |
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|
| 9 |
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|
| 10 |
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| 11 |
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|
| 12 |
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|
| 13 |
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|
| 14 |
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| 15 |
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|
| 16 |
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|
| 17 |
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"n_estimators": 600
|
| 18 |
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}
|
machine_learning/random_forest/3way/config_0015/metrics.json
ADDED
|
@@ -0,0 +1,7 @@
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|
|
|
|
|
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|
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|
|
|
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|
| 1 |
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{
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| 7 |
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machine_learning/random_forest/3way/config_0015/model.pkl
ADDED
|
@@ -0,0 +1,3 @@
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version https://git-lfs.github.com/spec/v1
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| 3 |
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size 160667742
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machine_learning/random_forest/3way/config_0015/report.json
ADDED
|
@@ -0,0 +1,37 @@
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|
| 1 |
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{
|
| 2 |
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|
| 3 |
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|
| 4 |
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|
| 5 |
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|
| 6 |
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|
| 7 |
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|
| 8 |
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|
| 9 |
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|
| 10 |
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|
| 11 |
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|
| 12 |
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|
| 13 |
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|
| 14 |
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|
| 15 |
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|
| 16 |
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| 17 |
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|
| 18 |
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|
| 19 |
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|
| 20 |
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|
| 21 |
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|
| 22 |
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|
| 23 |
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|
| 24 |
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},
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| 25 |
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|
| 26 |
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| 27 |
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| 29 |
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| 30 |
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|
| 31 |
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| 32 |
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|
| 33 |
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|
| 34 |
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"1": "contradictory",
|
| 35 |
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"2": "incorrect"
|
| 36 |
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}
|
| 37 |
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}
|
machine_learning/random_forest/5way/config_0011/config.json
ADDED
|
@@ -0,0 +1,18 @@
|
|
|
|
|
|
|
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|
|
|
|
|
|
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|
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|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
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"algorithm_name": "Random Forest",
|
| 3 |
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"algorithm_slug": "random_forest",
|
| 4 |
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"scheme": "5way",
|
| 5 |
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|
| 6 |
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|
| 7 |
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|
| 8 |
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|
| 9 |
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|
| 10 |
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|
| 11 |
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|
| 12 |
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|
| 13 |
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|
| 14 |
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|
| 15 |
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|
| 16 |
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|
| 17 |
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"n_estimators": 400
|
| 18 |
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}
|
machine_learning/random_forest/5way/config_0011/metrics.json
ADDED
|
@@ -0,0 +1,7 @@
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|
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|
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|
| 1 |
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| 2 |
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| 6 |
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|
| 7 |
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machine_learning/random_forest/5way/config_0011/model.pkl
ADDED
|
@@ -0,0 +1,3 @@
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|
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| 1 |
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|
| 3 |
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size 82938270
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machine_learning/random_forest/5way/config_0011/report.json
ADDED
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| 1 |
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{
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| 2 |
+
"algorithm": "Random Forest",
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| 3 |
+
"scheme": "5way",
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| 4 |
+
"config_index": 11,
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| 5 |
+
"mlflow_run_id": "f0c069d3b1f94a0cba8e88bb24296763",
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| 6 |
+
"model_logging_mode": "huggingface_pickle",
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| 7 |
+
"params": {
|
| 8 |
+
"algorithm_name": "Random Forest",
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| 9 |
+
"algorithm_slug": "random_forest",
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| 10 |
+
"scheme": "5way",
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| 11 |
+
"config_index": 11,
|
| 12 |
+
"n_classes": 5,
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| 13 |
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"n_train": 9531,
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| 14 |
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"n_test": 1273,
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| 15 |
+
"feature_dim": 3074,
|
| 16 |
+
"embed_model": "text-embedding-3-small",
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| 17 |
+
"random_seed": 42,
|
| 18 |
+
"class_weight": null,
|
| 19 |
+
"max_depth": null,
|
| 20 |
+
"max_features": "sqrt",
|
| 21 |
+
"min_samples_leaf": 2,
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| 22 |
+
"min_samples_split": 5,
|
| 23 |
+
"n_estimators": 400
|
| 24 |
+
},
|
| 25 |
+
"metrics": {
|
| 26 |
+
"accuracy": 0.5600942655145326,
|
| 27 |
+
"cohen_kappa": 0.32055611311738064,
|
| 28 |
+
"spearman_r": 0.4432763686652964,
|
| 29 |
+
"pearson_r": 0.44429313871115733,
|
| 30 |
+
"train_time_s": 78.52678656578064
|
| 31 |
+
},
|
| 32 |
+
"label_names": {
|
| 33 |
+
"0": "correct",
|
| 34 |
+
"1": "partially_correct_incomplete",
|
| 35 |
+
"2": "contradictory",
|
| 36 |
+
"3": "irrelevant",
|
| 37 |
+
"4": "non_domain"
|
| 38 |
+
}
|
| 39 |
+
}
|
machine_learning/random_forest/5way/config_0012/config.json
ADDED
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@@ -0,0 +1,18 @@
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| 1 |
+
{
|
| 2 |
+
"algorithm_name": "Random Forest",
|
| 3 |
+
"algorithm_slug": "random_forest",
|
| 4 |
+
"scheme": "5way",
|
| 5 |
+
"config_index": 12,
|
| 6 |
+
"n_classes": 5,
|
| 7 |
+
"n_train": 9531,
|
| 8 |
+
"n_test": 1273,
|
| 9 |
+
"feature_dim": 3074,
|
| 10 |
+
"embed_model": "text-embedding-3-small",
|
| 11 |
+
"random_seed": 42,
|
| 12 |
+
"class_weight": null,
|
| 13 |
+
"max_depth": null,
|
| 14 |
+
"max_features": "sqrt",
|
| 15 |
+
"min_samples_leaf": 2,
|
| 16 |
+
"min_samples_split": 5,
|
| 17 |
+
"n_estimators": 600
|
| 18 |
+
}
|
machine_learning/random_forest/5way/config_0012/metrics.json
ADDED
|
@@ -0,0 +1,7 @@
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|
| 1 |
+
{
|
| 2 |
+
"accuracy": 0.5616653574234093,
|
| 3 |
+
"cohen_kappa": 0.32346114540365145,
|
| 4 |
+
"spearman_r": 0.4441495797573503,
|
| 5 |
+
"pearson_r": 0.4440761881993979,
|
| 6 |
+
"train_time_s": 118.22990489006042
|
| 7 |
+
}
|
machine_learning/random_forest/5way/config_0012/model.pkl
ADDED
|
@@ -0,0 +1,3 @@
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|
| 1 |
+
version https://git-lfs.github.com/spec/v1
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| 2 |
+
oid sha256:e09349f5e85e6428e8e1ae48e9418dd21d6e4185010b112101fd52aab071cc10
|
| 3 |
+
size 124488246
|
machine_learning/random_forest/5way/config_0012/report.json
ADDED
|
@@ -0,0 +1,39 @@
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|
| 1 |
+
{
|
| 2 |
+
"algorithm": "Random Forest",
|
| 3 |
+
"scheme": "5way",
|
| 4 |
+
"config_index": 12,
|
| 5 |
+
"mlflow_run_id": "03a42b9374dc47a490e034f1fddc76c8",
|
| 6 |
+
"model_logging_mode": "huggingface_pickle",
|
| 7 |
+
"params": {
|
| 8 |
+
"algorithm_name": "Random Forest",
|
| 9 |
+
"algorithm_slug": "random_forest",
|
| 10 |
+
"scheme": "5way",
|
| 11 |
+
"config_index": 12,
|
| 12 |
+
"n_classes": 5,
|
| 13 |
+
"n_train": 9531,
|
| 14 |
+
"n_test": 1273,
|
| 15 |
+
"feature_dim": 3074,
|
| 16 |
+
"embed_model": "text-embedding-3-small",
|
| 17 |
+
"random_seed": 42,
|
| 18 |
+
"class_weight": null,
|
| 19 |
+
"max_depth": null,
|
| 20 |
+
"max_features": "sqrt",
|
| 21 |
+
"min_samples_leaf": 2,
|
| 22 |
+
"min_samples_split": 5,
|
| 23 |
+
"n_estimators": 600
|
| 24 |
+
},
|
| 25 |
+
"metrics": {
|
| 26 |
+
"accuracy": 0.5616653574234093,
|
| 27 |
+
"cohen_kappa": 0.32346114540365145,
|
| 28 |
+
"spearman_r": 0.4441495797573503,
|
| 29 |
+
"pearson_r": 0.4440761881993979,
|
| 30 |
+
"train_time_s": 118.22990489006042
|
| 31 |
+
},
|
| 32 |
+
"label_names": {
|
| 33 |
+
"0": "correct",
|
| 34 |
+
"1": "partially_correct_incomplete",
|
| 35 |
+
"2": "contradictory",
|
| 36 |
+
"3": "irrelevant",
|
| 37 |
+
"4": "non_domain"
|
| 38 |
+
}
|
| 39 |
+
}
|
machine_learning/random_forest/5way/config_0013/config.json
ADDED
|
@@ -0,0 +1,18 @@
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|
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|
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|
|
| 1 |
+
{
|
| 2 |
+
"algorithm_name": "Random Forest",
|
| 3 |
+
"algorithm_slug": "random_forest",
|
| 4 |
+
"scheme": "5way",
|
| 5 |
+
"config_index": 13,
|
| 6 |
+
"n_classes": 5,
|
| 7 |
+
"n_train": 9531,
|
| 8 |
+
"n_test": 1273,
|
| 9 |
+
"feature_dim": 3074,
|
| 10 |
+
"embed_model": "text-embedding-3-small",
|
| 11 |
+
"random_seed": 42,
|
| 12 |
+
"class_weight": null,
|
| 13 |
+
"max_depth": null,
|
| 14 |
+
"max_features": "log2",
|
| 15 |
+
"min_samples_leaf": 1,
|
| 16 |
+
"min_samples_split": 2,
|
| 17 |
+
"n_estimators": 200
|
| 18 |
+
}
|
machine_learning/random_forest/5way/config_0013/metrics.json
ADDED
|
@@ -0,0 +1,7 @@
|
|
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|
|
|
|
| 1 |
+
{
|
| 2 |
+
"accuracy": 0.5271013354281225,
|
| 3 |
+
"cohen_kappa": 0.273660076638811,
|
| 4 |
+
"spearman_r": 0.36842528450946166,
|
| 5 |
+
"pearson_r": 0.36987836951585845,
|
| 6 |
+
"train_time_s": 8.829401731491089
|
| 7 |
+
}
|