{"id":16118,"name":"deforce","description":"deforce: Derivative-Free Algorithms for Optimizing Cascade Forward Neural Networks","url":"https://github.com/thieu1995/deforce","last_synced_at":"2025-09-04T23:04:58.740Z","repository":{"id":231673996,"uuid":"782395330","full_name":"thieu1995/deforce","owner":"thieu1995","description":"deforce: Derivative-Free Algorithms for Optimizing Cascade Forward Neural Networks","archived":false,"fork":false,"pushed_at":"2024-11-30T09:06:40.000Z","size":191,"stargazers_count":1,"open_issues_count":0,"forks_count":2,"subscribers_count":1,"default_branch":"main","last_synced_at":"2025-07-10T05:16:53.129Z","etag":null,"topics":["cascade-forward-networks","cfnn","classification","derivative-free-based-cfnn","derivative-free-optimization","genetic-algorithm","gradient-free-based-cascade-forward","nature-inspired-optimization","neural-network","particle-swarm-optimization","regression","sgd-optimizer"],"latest_commit_sha":null,"homepage":"https://deforce.readthedocs.org/","language":"Python","has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":"gpl-3.0","status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/thieu1995.png","metadata":{"files":{"readme":"README.md","changelog":"ChangeLog.md","contributing":null,"funding":null,"license":"LICENSE","code_of_conduct":"CODE_OF_CONDUCT.md","threat_model":null,"audit":null,"citation":"CITATION.cff","codeowners":null,"security":null,"support":null,"governance":null,"roadmap":null,"authors":null,"dei":null,"publiccode":null,"codemeta":null,"zenodo":null}},"created_at":"2024-04-05T08:07:07.000Z","updated_at":"2024-11-30T09:06:44.000Z","dependencies_parsed_at":"2025-04-12T16:33:11.436Z","dependency_job_id":null,"html_url":"https://github.com/thieu1995/deforce","commit_stats":null,"previous_names":["thieu1995/deforce"],"tags_count":2,"template":false,"template_full_name":null,"purl":"pkg:github/thieu1995/deforce","repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/thieu1995%2Fdeforce","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/thieu1995%2Fdeforce/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/thieu1995%2Fdeforce/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/thieu1995%2Fdeforce/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/thieu1995","download_url":"https://codeload.github.com/thieu1995/deforce/tar.gz/refs/heads/main","sbom_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/thieu1995%2Fdeforce/sbom","scorecard":null,"host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":273685604,"owners_count":25149722,"icon_url":"https://github.com/github.png","version":null,"created_at":"2022-05-30T11:31:42.601Z","updated_at":"2022-07-04T15:15:14.044Z","status":"online","status_checked_at":"2025-09-04T02:00:08.968Z","response_time":61,"last_error":null,"robots_txt_status":"success","robots_txt_updated_at":"2025-07-24T06:49:26.215Z","robots_txt_url":"https://github.com/robots.txt","online":true,"can_crawl_api":true,"host_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub","repositories_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories","repository_names_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repository_names","owners_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners"}},"owner":{"login":"thieu1995","name":"Nguyen Van Thieu","uuid":"12763861","kind":"user","description":"Knowledge is power, sharing it is the premise of progress in life. It seems like a burden to someone, but it is the only way to achieve immortality.","email":"","website":"https://thieu1995.github.io/","location":"Earth","twitter":null,"company":"AIIR Group","icon_url":"https://avatars.githubusercontent.com/u/12763861?u=d21ce3396407876e2531d3ad0e3da7b79a9c7544\u0026v=4","repositories_count":13,"last_synced_at":"2023-03-05T14:24:59.934Z","metadata":{"has_sponsors_listing":false},"html_url":"https://github.com/thieu1995","funding_links":[],"total_stars":null,"followers":null,"following":null,"created_at":"2022-11-15T17:45:25.823Z","updated_at":"2023-03-05T14:24:59.937Z","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/thieu1995","repositories_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/thieu1995/repositories"},"packages":[{"id":9550313,"name":"deforce","ecosystem":"pypi","description":"deforce: Derivative-Free Algorithms for Optimizing Cascade Forward Neural Networks","homepage":"https://github.com/thieu1995/deforce","licenses":"GPLv3","normalized_licenses":["GPL-3.0"],"repository_url":"https://github.com/thieu1995/deforce","keywords_array":["Cascade Forward Neural Networks","machine learning","artificial intelligence","deep learning","neural networks","single hidden layer network","cascade forward networks","random projection","CFN","CFNN","feed-forward neural network","artificial neural network","classification","regression","supervised learning","online learning","generalization","optimization algorithms","Kernel CFN","Cross-validationGenetic algorithm (GA)","Particle swarm optimization (PSO)","Ant colony optimization (ACO)","Differential evolution (DE)","Simulated annealing","Grey wolf optimizer (GWO)","Whale Optimization Algorithm (WOA)","confusion matrix","recall","precision","accuracy","pearson correlation coefficient (PCC)","spearman correlation coefficient (SCC)","Global optimization","Convergence analysis","Search space exploration","Local search","Computational intelligence","Robust optimization","metaheuristic","metaheuristic algorithms","nature-inspired computing","nature-inspired algorithms","swarm-based computation","metaheuristic-based cascade forward neural networks","metaheuristic-optimized CFN","derivative free-based cascade forward neural networks","derivative free-optimized CFNN","gradient descent-based optimized cascade forward neural network","GD-based CFNN","Performance analysis","Intelligent optimization","Simulations"],"namespace":null,"versions_count":2,"first_release_published_at":"2024-04-06T10:51:24.000Z","latest_release_published_at":"2024-04-06T15:43:34.000Z","latest_release_number":"1.0.0","last_synced_at":"2025-08-12T22:54:44.322Z","created_at":"2024-04-06T11:01:01.666Z","updated_at":"2025-08-12T22:54:44.322Z","registry_url":"https://pypi.org/project/deforce/","install_command":"pip install deforce --index-url https://pypi.org/simple","documentation_url":"https://deforce.readthedocs.io/","metadata":{"funding":null,"documentation":"https://deforce.readthedocs.io/","classifiers":["Development Status :: 5 - Production/Stable","Intended Audience :: Developers","Intended Audience :: Education","Intended Audience :: Information Technology","Intended Audience :: Science/Research","License :: OSI Approved :: GNU General Public License v3 (GPLv3)","Natural Language :: English","Programming Language :: Python :: 3.10","Programming Language :: Python :: 3.11","Programming Language :: Python :: 3.8","Programming Language :: Python :: 3.9","Topic :: Scientific/Engineering","Topic :: Scientific/Engineering :: Artificial Intelligence","Topic :: Scientific/Engineering :: Bio-Informatics","Topic :: Scientific/Engineering :: Information Analysis","Topic :: Scientific/Engineering :: Mathematics","Topic :: Scientific/Engineering :: Visualization","Topic :: Software Development :: Build Tools","Topic :: Software Development :: Libraries","Topic :: Software Development :: Libraries :: Python Modules","Topic :: System :: Benchmark","Topic :: Utilities"],"normalized_name":"deforce"},"repo_metadata":{"id":231673996,"uuid":"782395330","full_name":"thieu1995/deforce","owner":"thieu1995","description":"deforce: Derivative-Free Algorithms for Optimizing Cascade Forward Neural Networks","archived":false,"fork":false,"pushed_at":"2024-04-06T15:40:44.000Z","size":182,"stargazers_count":0,"open_issues_count":0,"forks_count":1,"subscribers_count":2,"default_branch":"main","last_synced_at":"2024-06-08T05:23:59.355Z","etag":null,"topics":["cascade-forward-networks","cfnn","classification","derivative-free-based-cfnn","derivative-free-optimization","genetic-algorithm","gradient-free-based-cascade-forward","nature-inspired-optimization","neural-network","particle-swarm-optimization","regression","sgd-optimizer"],"latest_commit_sha":null,"homepage":"https://deforce.readthedocs.org/","language":"Python","has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":"gpl-3.0","status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/thieu1995.png","metadata":{"files":{"readme":"README.md","changelog":null,"contributing":null,"funding":null,"license":"LICENSE","code_of_conduct":"CODE_OF_CONDUCT.md","threat_model":null,"audit":null,"citation":null,"codeowners":null,"security":null,"support":null,"governance":null,"roadmap":null,"authors":null,"dei":null}},"created_at":"2024-04-05T08:07:07.000Z","updated_at":"2024-04-22T16:17:29.000Z","dependencies_parsed_at":"2024-04-05T09:37:26.010Z","dependency_job_id":null,"html_url":"https://github.com/thieu1995/deforce","commit_stats":null,"previous_names":["thieu1995/deforce"],"tags_count":0,"template":false,"template_full_name":null,"repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/thieu1995%2Fdeforce","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/thieu1995%2Fdeforce/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/thieu1995%2Fdeforce/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/thieu1995%2Fdeforce/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/thieu1995","download_url":"https://codeload.github.com/thieu1995/deforce/tar.gz/refs/heads/main","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":214851938,"owners_count":15793949,"icon_url":"https://github.com/github.png","version":null,"created_at":"2022-05-30T11:31:42.601Z","updated_at":"2022-07-04T15:15:14.044Z","host_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub","repositories_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories","repository_names_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repository_names","owners_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners"},"owner_record":{"login":"thieu1995","name":"Nguyen Van Thieu","uuid":"12763861","kind":"user","description":"Knowledge is power, sharing it is the premise of progress in life. It seems like a burden to someone, but it is the only way to achieve immortality.","email":"","website":"https://thieu1995.github.io/","location":"Earth","twitter":null,"company":"AIIR Group","icon_url":"https://avatars.githubusercontent.com/u/12763861?u=d21ce3396407876e2531d3ad0e3da7b79a9c7544\u0026v=4","repositories_count":13,"last_synced_at":"2023-03-05T14:24:59.934Z","metadata":{"has_sponsors_listing":false},"html_url":"https://github.com/thieu1995","funding_links":[],"total_stars":null,"followers":null,"following":null,"created_at":"2022-11-15T17:45:25.823Z","updated_at":"2023-03-05T14:24:59.937Z","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/thieu1995","repositories_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/thieu1995/repositories"},"tags":[]},"repo_metadata_updated_at":"2024-08-10T23:19:07.798Z","dependent_packages_count":0,"downloads":16,"downloads_period":"last-month","dependent_repos_count":0,"rankings":{"downloads":null,"dependent_repos_count":63.27803402048704,"dependent_packages_count":9.591908607077274,"stargazers_count":null,"forks_count":null,"docker_downloads_count":null,"average":36.43497131378216},"purl":"pkg:pypi/deforce","advisories":[],"docker_usage_url":"https://docker.ecosyste.ms/usage/pypi/deforce","docker_dependents_count":null,"docker_downloads_count":null,"usage_url":"https://repos.ecosyste.ms/usage/pypi/deforce","dependent_repositories_url":"https://repos.ecosyste.ms/api/v1/usage/pypi/deforce/dependencies","status":null,"funding_links":[],"critical":null,"issue_metadata":null,"versions_url":"https://packages.ecosyste.ms/api/v1/registries/pypi.org/packages/deforce/versions","version_numbers_url":"https://packages.ecosyste.ms/api/v1/registries/pypi.org/packages/deforce/version_numbers","dependent_packages_url":"https://packages.ecosyste.ms/api/v1/registries/pypi.org/packages/deforce/dependent_packages","related_packages_url":"https://packages.ecosyste.ms/api/v1/registries/pypi.org/packages/deforce/related_packages","maintainers":[{"uuid":"thieu1995","login":"thieu1995","name":null,"email":null,"url":null,"packages_count":23,"html_url":"https://pypi.org/user/thieu1995/","role":null,"created_at":"2024-04-06T11:01:51.546Z","updated_at":"2024-04-06T11:01:51.546Z","packages_url":"https://packages.ecosyste.ms/api/v1/registries/pypi.org/maintainers/thieu1995/packages"}],"registry":{"name":"pypi.org","url":"https://pypi.org","ecosystem":"pypi","default":true,"packages_count":724928,"maintainers_count":308248,"namespaces_count":0,"keywords_count":237984,"github":"pypi","metadata":{"funded_packages_count":50481},"icon_url":"https://github.com/pypi.png","created_at":"2022-04-04T15:19:23.364Z","updated_at":"2025-09-04T05:23:51.177Z","packages_url":"https://packages.ecosyste.ms/api/v1/registries/pypi.org/packages","maintainers_url":"https://packages.ecosyste.ms/api/v1/registries/pypi.org/maintainers","namespaces_url":"https://packages.ecosyste.ms/api/v1/registries/pypi.org/namespaces"}}],"commits":{"id":6442555,"full_name":"thieu1995/deforce","default_branch":"master","committers":null,"total_commits":null,"total_committers":null,"total_bot_commits":null,"total_bot_committers":null,"mean_commits":null,"dds":null,"past_year_committers":null,"past_year_total_commits":null,"past_year_total_committers":null,"past_year_total_bot_commits":null,"past_year_total_bot_committers":null,"past_year_mean_commits":null,"past_year_dds":null,"last_synced_at":null,"last_synced_commit":null,"created_at":"2024-11-20T18:24:12.593Z","updated_at":"2024-11-20T18:24:12.593Z","commits_url":"https://commits.ecosyste.ms/api/v1/hosts/GitHub/repositories/thieu1995%2Fdeforce/commits","host":{"name":"GitHub","url":"https://github.com","kind":"github","last_synced_at":"2025-09-04T00:00:25.936Z","repositories_count":5480019,"commits_count":853389012,"contributors_count":31098138,"owners_count":906558,"icon_url":"https://github.com/github.png","host_url":"https://commits.ecosyste.ms/api/v1/hosts/GitHub","repositories_url":"https://commits.ecosyste.ms/api/v1/hosts/GitHub/repositories"}},"issues_stats":{"full_name":"thieu1995/deforce","html_url":"https://github.com/thieu1995/deforce","last_synced_at":"2024-11-20T18:24:27.904Z","status":null,"issues_count":0,"pull_requests_count":0,"avg_time_to_close_issue":null,"avg_time_to_close_pull_request":null,"issues_closed_count":0,"pull_requests_closed_count":0,"pull_request_authors_count":0,"issue_authors_count":0,"avg_comments_per_issue":null,"avg_comments_per_pull_request":null,"merged_pull_requests_count":0,"bot_issues_count":0,"bot_pull_requests_count":0,"past_year_issues_count":0,"past_year_pull_requests_count":0,"past_year_avg_time_to_close_issue":null,"past_year_avg_time_to_close_pull_request":null,"past_year_issues_closed_count":0,"past_year_pull_requests_closed_count":0,"past_year_pull_request_authors_count":0,"past_year_issue_authors_count":0,"past_year_avg_comments_per_issue":null,"past_year_avg_comments_per_pull_request":null,"past_year_bot_issues_count":0,"past_year_bot_pull_requests_count":0,"past_year_merged_pull_requests_count":0,"created_at":"2024-11-20T18:24:13.129Z","updated_at":"2024-11-20T18:24:27.904Z","repository_url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub/repositories/thieu1995%2Fdeforce","issues_url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub/repositories/thieu1995%2Fdeforce/issues","issue_labels_count":{},"pull_request_labels_count":{},"issue_author_associations_count":{},"pull_request_author_associations_count":{},"issue_authors":{},"pull_request_authors":{},"host":{"name":"GitHub","url":"https://github.com","kind":"github","last_synced_at":"2025-09-04T00:00:25.939Z","repositories_count":10082426,"issues_count":31250707,"pull_requests_count":96128475,"authors_count":10694148,"icon_url":"https://github.com/github.png","host_url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub","repositories_url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub/repositories","owners_url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub/owners","authors_url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub/authors"},"past_year_issue_labels_count":{},"past_year_pull_request_labels_count":{},"past_year_issue_author_associations_count":{},"past_year_pull_request_author_associations_count":{},"past_year_issue_authors":{},"past_year_pull_request_authors":{},"maintainers":[],"active_maintainers":[]},"events":{"total":{"PushEvent":2},"last_year":{"PushEvent":2}},"keywords":["cascade-forward-networks","cfnn","classification","derivative-free-based-cfnn","derivative-free-optimization","genetic-algorithm","gradient-free-based-cascade-forward","nature-inspired-optimization","neural-network","particle-swarm-optimization","regression","sgd-optimizer"],"dependencies":[{"ecosystem":"pypi","filepath":"requirements.txt","sha":null,"kind":"manifest","created_at":"2024-04-05T09:37:21.995Z","updated_at":"2024-04-05T09:37:21.995Z","repository_link":"https://github.com/thieu1995/deforce/blob/main/requirements.txt","dependencies":[{"id":17250360203,"package_name":"numpy","ecosystem":"pypi","requirements":"\u003e=1.17.1","direct":true,"kind":"runtime","optional":false},{"id":17250360204,"package_name":"scipy","ecosystem":"pypi","requirements":"\u003e=1.7.1","direct":true,"kind":"runtime","optional":false},{"id":17250360205,"package_name":"scikit-learn","ecosystem":"pypi","requirements":"\u003e=1.0.2","direct":true,"kind":"runtime","optional":false},{"id":17250360206,"package_name":"pandas","ecosystem":"pypi","requirements":"\u003e=1.3.5","direct":true,"kind":"runtime","optional":false},{"id":17250360207,"package_name":"mealpy","ecosystem":"pypi","requirements":"\u003e=3.0.1","direct":true,"kind":"runtime","optional":false},{"id":17250360208,"package_name":"permetrics","ecosystem":"pypi","requirements":"\u003e=1.5.0","direct":true,"kind":"runtime","optional":false},{"id":17250360587,"package_name":"torch","ecosystem":"pypi","requirements":"\u003e=2.0.0","direct":true,"kind":"runtime","optional":false},{"id":17250360588,"package_name":"skorch","ecosystem":"pypi","requirements":"\u003e=0.13.0","direct":true,"kind":"runtime","optional":false},{"id":17250360595,"package_name":"pytest","ecosystem":"pypi","requirements":"==7.1.2","direct":true,"kind":"runtime","optional":false},{"id":17250360596,"package_name":"pytest-cov","ecosystem":"pypi","requirements":"==4.0.0","direct":true,"kind":"runtime","optional":false},{"id":17250360597,"package_name":"flake8","ecosystem":"pypi","requirements":"\u003e=4.0.1","direct":true,"kind":"runtime","optional":false}]},{"ecosystem":"pypi","filepath":"setup.py","sha":null,"kind":"manifest","created_at":"2024-04-05T09:37:25.998Z","updated_at":"2024-04-05T09:37:25.998Z","repository_link":"https://github.com/thieu1995/deforce/blob/main/setup.py","dependencies":[{"id":17250360600,"package_name":"numpy","ecosystem":"pypi","requirements":"\u003e=1.17.1","direct":true,"kind":"runtime","optional":false},{"id":17250360601,"package_name":"pandas","ecosystem":"pypi","requirements":"\u003e=1.3.5","direct":true,"kind":"runtime","optional":false},{"id":17250360602,"package_name":"torch","ecosystem":"pypi","requirements":"\u003e=2.0.0","direct":true,"kind":"runtime","optional":false}]},{"ecosystem":"actions","filepath":".github/workflows/publish-package.yaml","sha":null,"kind":"manifest","created_at":"2024-11-20T18:41:59.071Z","updated_at":"2024-11-20T18:41:59.071Z","repository_link":"https://github.com/thieu1995/deforce/blob/main/.github/workflows/publish-package.yaml","dependencies":[{"id":20823391269,"package_name":"actions/checkout","ecosystem":"actions","requirements":"v1","direct":true,"kind":"composite","optional":false},{"id":20823391496,"package_name":"actions/setup-python","ecosystem":"actions","requirements":"v1","direct":true,"kind":"composite","optional":false},{"id":20823391497,"package_name":"actions/cache","ecosystem":"actions","requirements":"v1","direct":true,"kind":"composite","optional":false},{"id":20823391498,"package_name":"actions/upload-artifact","ecosystem":"actions","requirements":"master","direct":true,"kind":"composite","optional":false},{"id":20823391499,"package_name":"actions/upload-artifact","ecosystem":"actions","requirements":"v2","direct":true,"kind":"composite","optional":false},{"id":20823391500,"package_name":"actions/download-artifact","ecosystem":"actions","requirements":"v2","direct":true,"kind":"composite","optional":false},{"id":20823391501,"package_name":"pypa/gh-action-pypi-publish","ecosystem":"actions","requirements":"master","direct":true,"kind":"composite","optional":false}]},{"ecosystem":"pypi","filepath":"docs/requirements.txt","sha":null,"kind":"manifest","created_at":"2024-11-20T18:42:00.078Z","updated_at":"2024-11-20T18:42:00.078Z","repository_link":"https://github.com/thieu1995/deforce/blob/main/docs/requirements.txt","dependencies":[{"id":20823391542,"package_name":"sphinx","ecosystem":"pypi","requirements":"==4.4.0","direct":true,"kind":"runtime","optional":false},{"id":20823391543,"package_name":"sphinx_rtd_theme","ecosystem":"pypi","requirements":"==1.0.0","direct":true,"kind":"runtime","optional":false},{"id":20823391544,"package_name":"readthedocs-sphinx-search","ecosystem":"pypi","requirements":"==0.1.1","direct":true,"kind":"runtime","optional":false},{"id":20823392085,"package_name":"numpy","ecosystem":"pypi","requirements":"\u003e=1.17.1","direct":true,"kind":"runtime","optional":false},{"id":20823392086,"package_name":"scipy","ecosystem":"pypi","requirements":"\u003e=1.8.1","direct":true,"kind":"runtime","optional":false},{"id":20823392087,"package_name":"scikit-learn","ecosystem":"pypi","requirements":"\u003e=1.2.0","direct":true,"kind":"runtime","optional":false},{"id":20823392088,"package_name":"pandas","ecosystem":"pypi","requirements":"\u003e=1.3.5","direct":true,"kind":"runtime","optional":false},{"id":20823392089,"package_name":"mealpy","ecosystem":"pypi","requirements":"\u003e=3.0.1","direct":true,"kind":"runtime","optional":false},{"id":20823392091,"package_name":"permetrics","ecosystem":"pypi","requirements":"\u003e=2.0.0","direct":true,"kind":"runtime","optional":false},{"id":20823392093,"package_name":"torch","ecosystem":"pypi","requirements":"\u003e=2.0.0","direct":true,"kind":"runtime","optional":false},{"id":20823392094,"package_name":"skorch","ecosystem":"pypi","requirements":"\u003e=0.13.0","direct":true,"kind":"runtime","optional":false}]}],"score":null,"created_at":"2025-09-04T15:50:47.106Z","updated_at":"2025-10-07T08:08:38.457Z","avatar_url":"https://github.com/thieu1995.png","language":"Python","category":null,"sub_category":null,"monthly_downloads":16,"funding_links":[],"readme_doi_urls":["https://doi.org/10.5281/zenodo.10935437","https://doi.org/10.1038%2Fs41598-023-38163-0","https://doi.org/10.1016/j.simpa.2024.100675"],"works":{},"citation_counts":{},"total_citations":0,"keywords_from_contributors":[],"project_url":"https://science.ecosyste.ms/api/v1/projects/16118","html_url":"https://science.ecosyste.ms/projects/16118","bibtex_url":"https://science.ecosyste.ms/projects/16118/export.bibtex","apalike_url":"https://science.ecosyste.ms/projects/16118/export.apalike"}