{"id":13609188,"url":"https://github.com/ml4a/ml4a","last_synced_at":"2025-04-12T15:32:13.757Z","repository":{"id":39738822,"uuid":"60142885","full_name":"ml4a/ml4a","owner":"ml4a","description":"A python library and collection of notebooks for making art with machine learning.","archived":false,"fork":false,"pushed_at":"2025-01-06T22:20:19.000Z","size":250710,"stargazers_count":1587,"open_issues_count":15,"forks_count":345,"subscribers_count":75,"default_branch":"master","last_synced_at":"2025-04-05T14:00:38.611Z","etag":null,"topics":[],"latest_commit_sha":null,"homepage":"https://ml4a.net","language":"Python","has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":"mit","status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/ml4a.png","metadata":{"files":{"readme":"README.md","changelog":null,"contributing":null,"funding":null,"license":"LICENSE","code_of_conduct":null,"threat_model":null,"audit":null,"citation":null,"codeowners":null,"security":null,"support":null,"governance":null,"roadmap":null,"authors":null,"dei":null,"publiccode":null,"codemeta":null}},"created_at":"2016-06-01T03:33:14.000Z","updated_at":"2025-03-31T11:30:39.000Z","dependencies_parsed_at":"2025-01-24T09:10:34.336Z","dependency_job_id":null,"html_url":"https://github.com/ml4a/ml4a","commit_stats":{"total_commits":421,"total_committers":19,"mean_commits":"22.157894736842106","dds":0.1900237529691211,"last_synced_commit":"a8831f15b581f091d16003b0b61a68ed1bbbb770"},"previous_names":[],"tags_count":0,"template":false,"template_full_name":null,"repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/ml4a%2Fml4a","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/ml4a%2Fml4a/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/ml4a%2Fml4a/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/ml4a%2Fml4a/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/ml4a","download_url":"https://codeload.github.com/ml4a/ml4a/tar.gz/refs/heads/master","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":248589493,"owners_count":21129626,"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"}},"keywords":[],"created_at":"2024-08-01T19:01:33.155Z","updated_at":"2025-04-12T15:32:13.721Z","avatar_url":"https://github.com/ml4a.png","language":"Python","funding_links":["https://github.com/sponsors/ml4a/"],"categories":["Python","Related Lists"],"sub_categories":["Design, Drawing \u0026 Web Surfaces"],"readme":"\u003ch1 align=\"center\"\u003e\n  \u003cbr\u003e\n  \u003ca href=\"https://ml4a.net/\"\u003e\u003cimg src=\"https://pbs.twimg.com/profile_images/717391151041540096/K3Z09zCg_400x400.jpg\" alt=\"ml4a\" width=\"200\"\u003e\u003c/a\u003e\n  \u003cbr\u003e\n  Machine Learning for Artists\n  \u003cbr\u003e\n\u003c/h1\u003e\n\u003cdiv align=\"center\"\u003e\n    \u003ca href=\"https://ml-4a.slack.com/\"\u003e\u003cimg src=\"https://img.shields.io/badge/chat-on%20slack-7A5979.svg\" /\u003e\u003c/a\u003e \n    \u003ca href=\"https://mybinder.org/v2/gh/ml4a/ml4a/ml4a.net\"\u003e\u003cimg src=\"https://mybinder.org/badge.svg\" /\u003e\u003c/a\u003e \n    \u003ca href=\"http://colab.research.google.com/github/ml4a/ml4a/blob/ml4a.net\"\u003e\u003cimg src=\"https://colab.research.google.com/assets/colab-badge.svg\" /\u003e\u003c/a\u003e\n    \u003ca href=\"https://twitter.com/ml4a_\"\u003e\u003cimg src=\"https://img.shields.io/twitter/follow/ml4a_?label=Follow\u0026style=social\"\u003e\u003c/a\u003e\n\u003c/div\u003e\n\n[ml4a](https://ml4a.net) is a Python library for making art with machine learning. It features:\n\n* an API wrapping popular deep learning models with creative applications, including [StyleGAN2](https://github.com/NVLabs/stylegan2/), [SPADE](https://github.com/NVlabs/SPADE), [Neural Style Transfer](https://github.com/genekogan/neural_style), [DeepDream](https://github.com/genekogan/deepdream), and [many others](https://github.com/ml4a/ml4a/tree/master/ml4a/models/submodules).\n* a collection of [Jupyter notebooks](https://github.com/ml4a/ml4a-guides/tree/ml4a.net/examples) explaining the basics of deep learning for beginners, and providing [recipes for using the materials creatively](https://github.com/ml4a/ml4a-guides/tree/ml4a.net/examples/models).\n\n## Example\n\nml4a bundles the source code of various open source repositories as [git submodules](https://github.com/ml4a/ml4a/tree/master/ml4a/models/submodules) and contains wrappers to streamline and simplify them. For example, to generate sample images with StyleGAN2:\n\n```\nfrom ml4a import image\nfrom ml4a.models import stylegan\n\nnetwork_pkl = stylegan.get_pretrained_model('ffhq')\nstylegan.load_model(network_pkl)\n\nsamples = stylegan.random_sample(3, labels=None, truncation=1.0)\nimage.display(samples)\n```\n\nEvery model in `ml4a.models`, including the `stylegan` module above, imports all of the original repository's code into its namespace, allowing low-level access.\n\n## Support ml4a\n\n### Become a sponsor\n\nYou can support ml4a by [donating through GitHub sponsors](https://github.com/sponsors/ml4a/). \n\n### How to contribute\n\nStart by joining the [Slack](https://join.slack.com/t/ml-4a/shared_invite/enQtNjA4MjgzODk1MjA3LTlhYjQ5NWQ2OTNlODZiMDRjZTFmNDZiYjlmZWYwNGM0YjIxNjE3Yjc0NWVjMmVlZjNmZDhmYTkzZjk0ZTg1ZGM%3E) or following us on [Twitter](https://www.twitter.com/ml4a_). Contribute to the codebase, or help write tutorials.\n\n\n## License\n\nml4a itself is [licensed MIT](https://github.com/ml4a/ml4a/blob/master/LICENSE), but you are also bound to the licenses of any [models](https://github.com/ml4a/ml4a/tree/master/ml4a/models/submodules) you use.\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fml4a%2Fml4a","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fml4a%2Fml4a","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fml4a%2Fml4a/lists"}