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A library for debugging/inspecting machine learning classifiers and explaining their predictions

A library for debugging/inspecting machine learning classifiers and explaining their predictions. It provides support for the following machine learning frameworks and packages: scikit-learn, Keras, xgboost, LightGBM, CatBoost, lightning, and sklearn-crfsuite. ELI5 also implements several algorithms for inspecting black-box models: TextExplainer and Permutation.

Version: 0.10.1 License: MIT GitHub
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43 build(s) found
Builder Build Number Start Time Elapsed Time Watcher Build Status
10.6 101189 2022-12-30 17:31:45 0:01:07 38984 failed install-dependencies
10.6.x86_64 136066 2022-12-30 12:41:31 0:03:39 39014 build successful
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10.8 116492 2022-12-30 6:03:13 0:04:32 36803 build successful
10.6 88096 2022-09-20 22:12:04 0:00:37 35489 failed install-dependencies
10.6.x86_64 122131 2022-09-20 22:03:18 0:00:31 35511 build successful
12 42442 2022-09-19 17:28:02 0:00:35 12233 build successful
10.14 140104 2022-09-19 17:20:00 0:00:32 44557 build successful
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11 85253 2022-09-19 16:35:57 0:00:49 23453 build successful
10.15 113152 2022-09-19 16:33:36 0:00:37 33551 build successful
10.8 102910 2022-09-19 16:31:17 0:00:19 33251 build successful
10.13 163401 2022-09-19 16:21:44 0:00:22 53789 build successful
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10.9 201256 2022-09-19 15:44:11 0:00:19 62472 build successful
11.arm64 66434 2022-09-19 13:57:09 0:00:06 23410 build successful
12.arm64 39570 2022-01-20 6:52:41 0:00:12 3841 build successful
12.arm64 10807 2021-11-11 13:19:08 0:00:34 809 failed install-dependencies
10.6.x86_64 67737 2021-07-18 1:43:29 0:14:51 19970 build successful
10.8 55299 2021-07-17 23:04:41 0:11:12 17867 build successful
10.7 62453 2021-07-17 22:51:50 0:09:45 20008 build successful
10.6.x86_64 66655 2021-07-11 1:42:16 0:02:15 19782 failed install-dependencies
10.7 61055 2021-07-11 1:19:53 0:01:52 19820 failed install-dependencies
10.8 54378 2021-07-10 23:13:27 0:01:55 17678 failed install-dependencies
11 14462 2021-01-14 2:06:45 0:07:05 1912 build successful
10.10 132080 2021-01-13 8:24:31 0:07:59 41513 build successful
10.8 34974 2021-01-13 8:23:52 0:01:21 11764 failed install-dependencies
10.7 40505 2021-01-13 8:19:30 0:01:31 13904 failed install-dependencies
10.9 135872 2021-01-13 8:17:15 0:06:22 41464 build successful
10.6.x86_64 44903 2021-01-13 8:15:54 0:01:27 13925 failed install-dependencies
10.12 122535 2020-07-13 12:36:10 0:08:36 34904 build successful
10.15 19978 2020-01-08 13:31:21 0:07:10 1884 build successful
10.10 106543 2020-01-04 1:52:02 0:01:16 30709 failed install-dependencies
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10.14 49555 2020-01-02 19:19:50 0:06:01 12338 build successful
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10.8 11646 2020-01-02 14:36:26 0:01:40 3048 failed install-dependencies
10.12 109996 2020-01-02 8:55:06 0:01:47 29642 failed install-dependencies
10.6.x86_64 13829 2020-01-02 8:54:39 0:01:40 3054 failed install-dependencies
10.7 12962 2020-01-02 8:53:59 0:01:10 3051 failed install-dependencies