{"id":19704839,"url":"https://github.com/shrikantnaidu/face-generation","last_synced_at":"2026-06-09T13:31:15.926Z","repository":{"id":236733893,"uuid":"792710863","full_name":"shrikantnaidu/Face-Generation","owner":"shrikantnaidu","description":"Face Generation with DCGAN","archived":false,"fork":false,"pushed_at":"2024-04-28T07:53:10.000Z","size":802,"stargazers_count":0,"open_issues_count":0,"forks_count":0,"subscribers_count":1,"default_branch":"main","last_synced_at":"2025-02-27T17:23:09.757Z","etag":null,"topics":["deep-learning","face-generation","generative-adversarial-network"],"latest_commit_sha":null,"homepage":"","language":"Jupyter Notebook","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/shrikantnaidu.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":"2024-04-27T10:58:20.000Z","updated_at":"2024-04-28T08:40:08.000Z","dependencies_parsed_at":"2024-04-28T10:46:25.989Z","dependency_job_id":null,"html_url":"https://github.com/shrikantnaidu/Face-Generation","commit_stats":null,"previous_names":["shrikantnaidu/face-generation"],"tags_count":0,"template":false,"template_full_name":null,"purl":"pkg:github/shrikantnaidu/Face-Generation","repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/shrikantnaidu%2FFace-Generation","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/shrikantnaidu%2FFace-Generation/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/shrikantnaidu%2FFace-Generation/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/shrikantnaidu%2FFace-Generation/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/shrikantnaidu","download_url":"https://codeload.github.com/shrikantnaidu/Face-Generation/tar.gz/refs/heads/main","sbom_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/shrikantnaidu%2FFace-Generation/sbom","scorecard":null,"host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":286080680,"owners_count":34110011,"icon_url":"https://github.com/github.png","version":null,"created_at":"2022-05-30T11:31:42.601Z","updated_at":"2026-05-26T15:22:16.424Z","status":"online","status_checked_at":"2026-06-09T02:00:06.510Z","response_time":63,"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"}},"keywords":["deep-learning","face-generation","generative-adversarial-network"],"created_at":"2024-11-11T21:24:42.944Z","updated_at":"2026-06-09T13:31:15.888Z","avatar_url":"https://github.com/shrikantnaidu.png","language":"Jupyter Notebook","funding_links":[],"categories":[],"sub_categories":[],"readme":"# Face-Generation\n\nThis project trains a Deep Convolutional Generative Adversarial Network (DCGAN) on a dataset of faces to generate new, realistic images of human faces.\n\n## Overview\n- dlnd_face_generation.ipynb - Jupyter notebook containing the project code and explanations\n- problem_unittests.py - Unit tests for model solutions\n- processed_celeba_small/ - Directory of preprocessed CelebA face images\n\n## Dependencies\n- Python 3.x\n- PyTorch\n- Torchvision\n- Matplotlib\n- Numpy\n\n## Usage\nTo run the Jupyter notebook:\n\n1. Clone this repository\n2. Install dependencies\n3. Run jupyter notebook in the repository directory\n4. Open dlnd_face_generation.ipynb\n\nThe notebook contains sections on:\n\n- Loading and visualizing the CelebA dataset\n- Defining discriminator and generator models\n- reating loss functions and optimizers\n- Training the GAN\n- Visualizing generated samples\n- Preprocessed CelebA images are provided in processed_celeba_small/. New images can be generated after training the GAN.\n\n## Acknowledgements\nThe CelebA dataset is from http://mmlab.ie.cuhk.edu.hk/projects/CelebA.html\n\nThis project was completed as part of the Udacity Deep Learning Nanodegree. The starting code and dataset were provided by Udacity.\n\n## License\nThe contents of this repository are covered under the MIT License.","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fshrikantnaidu%2Fface-generation","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fshrikantnaidu%2Fface-generation","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fshrikantnaidu%2Fface-generation/lists"}