================ Citation Request ================ Please include these citations if you plan to use this library:: @software{thieu20250510MetaSklearn, author = {Nguyen Van Thieu}, title = {MetaSklearn: A Metaheuristic-Powered Hyperparameter Optimization Framework for Scikit-Learn Models}, month = June, year = 2025, doi = {10.6084/m9.figshare.28978805}, url = {https://github.com/thieu1995/MetaSklearn} } @article{van2023mealpy, title={MEALPY: An open-source library for latest meta-heuristic algorithms in Python}, author={Van Thieu, Nguyen and Mirjalili, Seyedali}, journal={Journal of Systems Architecture}, year={2023}, publisher={Elsevier}, doi={10.1016/j.sysarc.2023.102871} } @article{Thieu_PerMetrics2024, author = {Thieu, Nguyen Van}, doi = {10.21105/joss.06143}, journal = {Journal of Open Source Software}, month = mar, number = {95}, pages = {6143}, title = {{PerMetrics: A Framework of Performance Metrics for Machine Learning Models}}, url = {https://joss.theoj.org/papers/10.21105/joss.06143}, volume = {9}, year = {2024} } If you have an open-ended or a research question, you can contact me via nguyenthieu2102@gmail.com. =============== Important links =============== * Official source code repo: https://github.com/thieu1995/MetaSklearn * Official document: https://metasklearn.readthedocs.io/ * Download releases: https://pypi.org/project/metasklearn/ * Issue tracker: https://github.com/thieu1995/MetaSklearn/issues * Notable changes log: https://github.com/thieu1995/MetaSklearn/blob/main/ChangeLog.md * This project also related to our another projects which are "optimization" and "machine learning", check it here: * https://github.com/thieu1995/mealpy * https://github.com/thieu1995/metaheuristics * https://github.com/thieu1995/opfunu * https://github.com/thieu1995/enoppy * https://github.com/thieu1995/permetrics * https://github.com/thieu1995/MetaCluster * https://github.com/thieu1995/pfevaluator * https://github.com/thieu1995/intelelm * https://github.com/thieu1995/reflame * https://github.com/thieu1995/MetaPerceptron * https://github.com/aiir-team ======= License ======= The project is licensed under GNU General Public License (GPL) V3 license. .. toctree:: :maxdepth: 4 .. toctree:: :maxdepth: 4 .. toctree:: :maxdepth: 4