Ray vs Optuna vs Scikit Optimize vs Pennylane vs Hyperlearn vs Mlbox vs Model Optimization vs Machine_learning_refined vs Geneticalgorithmpython vs Gradient Free Optimizers
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| Stars | 29,596 | 9,572 | 2,700 | 2,022 | 1,574 | 1,564 | 1,445 | 1,403 | 1,387 | 1,072 |
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| Downloads |  |  |  |  | |  |  | | |  |
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| Dependent Packages | 363 | 425 | 191 | 54 | | 8 | 27 | | | 7 |
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| Dependent Repos | 80 | 26 | 80 | 10 | | | 3 | | | |
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| Most Recent Commit | 3 months ago | 10 days ago | 3 months ago | 3 months ago | 9 months ago | 4 months ago | 3 months ago | a year ago | 2 years ago | 4 months ago |
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| Total Releases | 95 | 59 | 19 | 46 | | 57 | 30 | 21 | | 45 |
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| Latest Release | December 04, 2023 | October 17, 2023 | October 12, 2021 | November 08, 2023 | | September 08, 2023 | May 26, 2023 | August 25, 2020 | | December 29, 2022 |
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| Open Issues | 3,528 | 88 | 320 | 263 | 1 | 77 | 207 | 26 | | 7 |
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| License | apache-2.0 | other | bsd-3-clause | apache-2.0 | other | bsd-3-clause | apache-2.0 | other | apache-2.0 | mit |
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| Programming Language | Python | Python | Python | Python | Python | Python | Python | Python | Jupyter Notebook | Python |
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