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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
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47 build(s) found
Builder Build Number Start Time Elapsed Time Watcher Build Status
10.6.x86_64 138345 2023-01-10 14:48:44 0:05:50 39629 build successful
12.arm64 81594 2023-01-10 14:44:55 0:01:23 16401 build successful
13 13280 2023-01-10 9:14:59 0:05:24 1808 build successful
10.6 101258 2022-12-30 18:55:02 0:00:54 38984 failed install-dependencies
10.6 88115 2022-09-20 22:25:12 0:00:40 35489 failed install-dependencies
10.6.x86_64 122150 2022-09-20 22:19:21 0:02:37 35511 build successful
12.arm64 64217 2022-09-19 22:43:59 0:00:37 12236 build successful
12 42461 2022-09-19 20:44:52 0:01:24 12233 build successful
10.14 140123 2022-09-19 20:44:31 0:01:06 44557 build successful
10.13 163420 2022-09-19 19:52:36 0:01:33 53789 build successful
10.11 194865 2022-09-19 19:46:20 0:01:02 62898 build successful
10.10 195769 2022-09-19 19:34:56 0:00:46 62778 build successful
10.15 113171 2022-09-19 19:05:10 0:01:30 33551 build successful
11 85272 2022-09-19 18:43:04 0:01:30 23453 build successful
10.12 199361 2022-09-19 17:53:12 0:00:43 61701 build successful
10.9 201275 2022-09-19 17:52:54 0:00:35 62472 build successful
10.8 102929 2022-09-19 16:47:04 0:00:47 33251 build successful
10.7 113257 2022-09-19 16:04:25 0:00:54 35211 build successful
11.arm64 66449 2022-09-19 14:26:14 0:00:15 23410 build successful
12 17682 2022-01-20 9:00:33 0:04:16 3772 build successful
12.arm64 39587 2022-01-20 6:57:55 0:01:15 3841 build successful
12.arm64 10810 2021-11-11 13:22:04 0:00:31 809 failed install-dependencies
10.7 62837 2021-07-18 19:46:33 0:05:24 20008 build successful
10.6.x86_64 68024 2021-07-18 17:12:13 0:09:25 19970 build successful
10.8 55458 2021-07-18 9:24:12 0:13:22 17867 build successful
10.7 61096 2021-07-11 2:25:57 0:01:48 19820 failed install-dependencies
10.6.x86_64 66671 2021-07-11 2:19:09 0:02:10 19782 failed install-dependencies
10.8 54391 2021-07-10 23:48:03 0:01:53 17678 failed install-dependencies
11.arm64 25531 2021-07-10 23:14:16 0:03:37 7986 build successful
11 14536 2021-01-14 6:21:13 0:07:51 1912 build successful
10.7 40531 2021-01-13 9:01:38 0:01:30 13904 failed install-dependencies
10.8 34984 2021-01-13 8:48:56 0:01:22 11764 failed install-dependencies
10.10 132083 2021-01-13 8:48:48 0:05:43 41513 build successful
10.6.x86_64 44913 2021-01-13 8:43:59 0:01:25 13925 failed install-dependencies
10.9 135879 2021-01-13 8:36:41 0:04:08 41464 build successful
10.12 122534 2020-07-13 12:26:54 0:09:15 34904 build successful
10.15 19977 2020-01-08 13:23:15 0:08:03 1884 build successful
10.10 106542 2020-01-04 1:48:21 0:03:38 30709 failed install-dependencies
10.9 109099 2020-01-04 0:52:21 0:01:33 30651 failed install-dependencies
10.14 49554 2020-01-02 19:11:17 0:08:29 12338 build successful
10.13 74777 2020-01-02 18:31:42 0:08:26 21618 build successful
10.11 105038 2020-01-02 18:02:17 0:08:00 30661 build successful
10.8 11645 2020-01-02 14:34:43 0:01:40 3048 failed install-dependencies
10.6 6687 2020-01-02 11:17:52 0:18:38 3069 build successful
10.12 109995 2020-01-02 8:53:11 0:01:52 29642 failed install-dependencies
10.6.x86_64 13828 2020-01-02 8:52:58 0:01:39 3054 failed install-dependencies
10.7 12961 2020-01-02 8:52:46 0:01:10 3051 failed install-dependencies


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Most recent build (in app's database) ran:
9 hours ago

Latest stats submission was received:
34 minutes ago