{"id":19439099,"url":"https://github.com/danwild/face-generator","last_synced_at":"2026-06-08T21:31:24.047Z","repository":{"id":78506392,"uuid":"194576543","full_name":"danwild/face-generator","owner":"danwild","description":"Face generation with DCGAN","archived":false,"fork":false,"pushed_at":"2019-07-02T01:50:13.000Z","size":1144,"stargazers_count":0,"open_issues_count":0,"forks_count":0,"subscribers_count":1,"default_branch":"master","last_synced_at":"2025-01-07T21:35:02.518Z","etag":null,"topics":["dcgan","deep-learning","face-generation","gans","pytorch","udacity-nanodegree"],"latest_commit_sha":null,"homepage":null,"language":"HTML","has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":"apache-2.0","status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/danwild.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":"2019-07-01T00:55:03.000Z","updated_at":"2019-07-02T01:53:09.000Z","dependencies_parsed_at":"2023-05-21T02:30:25.878Z","dependency_job_id":null,"html_url":"https://github.com/danwild/face-generator","commit_stats":null,"previous_names":[],"tags_count":0,"template":false,"template_full_name":null,"repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/danwild%2Fface-generator","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/danwild%2Fface-generator/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/danwild%2Fface-generator/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/danwild%2Fface-generator/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/danwild","download_url":"https://codeload.github.com/danwild/face-generator/tar.gz/refs/heads/master","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":240619440,"owners_count":19830206,"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":["dcgan","deep-learning","face-generation","gans","pytorch","udacity-nanodegree"],"created_at":"2024-11-10T15:21:17.447Z","updated_at":"2026-06-08T21:31:14.032Z","avatar_url":"https://github.com/danwild.png","language":"HTML","funding_links":[],"categories":[],"sub_categories":[],"readme":"# face-generator [![Binder](https://mybinder.org/badge_logo.svg)](https://mybinder.org/v2/gh/danwild/face-generator/master)\nFace generation with Deep Convolutional Generative Adversarial Networks (DCGAN).\n\nUses the [CelebFaces Attributes Dataset (CelebA)](http://mmlab.ie.cuhk.edu.hk/projects/CelebA.html) to train the networks, which then produces new faces (which are mostly white people due to bias in training dataset).\n\n## Example output:\n![Screenshot](/screenshots/faces-50.png?raw=true)\n\n## Setup notes\nI'm using AWS' [Deep Learning AMI (Ubuntu) v23](https://aws.amazon.com/marketplace/pp/B077GCH38C) (however to run remotely on CPU follow the binder link).\n\n```\n# enter provided env\nsource activate pytorch_p36\npython -m pip install -r requirements.txt\n\n# quick setup jupyter\njupyter notebook --generate-config\nsed -ie \"s/#c.NotebookApp.ip = 'localhost'/#c.NotebookApp.ip = '*'/g\" ~/.jupyter/jupyter_notebook_config.py\njupyter notebook --ip=0.0.0.0 --no-browser\n\n# navigate to url provided (will need to replace IP)\n# may also need to select kernal corresponding to env above\n```\n\n## Images\n\nNeed to download:\n- [CelebFaces Attributes Dataset (CelebA)](http://mmlab.ie.cuhk.edu.hk/projects/CelebA.html)\n  - Goes in: `\u003cproject_root\u003e/assets`\n\n\n\n\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fdanwild%2Fface-generator","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fdanwild%2Fface-generator","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fdanwild%2Fface-generator/lists"}