{"id":18380352,"url":"https://github.com/themattinthehatt/dreamscape","last_synced_at":"2025-04-06T22:32:55.506Z","repository":{"id":106688619,"uuid":"76583030","full_name":"themattinthehatt/dreamscape","owner":"themattinthehatt","description":"Playing around with generative models trained on natural images, along with (eventually) some visualization tools.","archived":false,"fork":false,"pushed_at":"2017-06-18T01:10:02.000Z","size":684,"stargazers_count":5,"open_issues_count":0,"forks_count":2,"subscribers_count":3,"default_branch":"master","last_synced_at":"2025-03-22T08:11:10.321Z","etag":null,"topics":["gan","generative-model","natural-images","tensorflow","vae","variational-autoencoder"],"latest_commit_sha":null,"homepage":null,"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/themattinthehatt.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":"2016-12-15T17:57:18.000Z","updated_at":"2024-09-02T00:52:34.000Z","dependencies_parsed_at":"2023-04-03T20:56:37.800Z","dependency_job_id":null,"html_url":"https://github.com/themattinthehatt/dreamscape","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/themattinthehatt%2Fdreamscape","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/themattinthehatt%2Fdreamscape/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/themattinthehatt%2Fdreamscape/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/themattinthehatt%2Fdreamscape/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/themattinthehatt","download_url":"https://codeload.github.com/themattinthehatt/dreamscape/tar.gz/refs/heads/master","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":247563906,"owners_count":20958971,"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":["gan","generative-model","natural-images","tensorflow","vae","variational-autoencoder"],"created_at":"2024-11-06T00:42:30.698Z","updated_at":"2025-04-06T22:32:55.495Z","avatar_url":"https://github.com/themattinthehatt.png","language":"Python","funding_links":[],"categories":[],"sub_categories":[],"readme":"# dreamscape\nPlaying around with generative models trained on natural images, along with (eventually) some visualization tools.\n\n## Variational Autoencoder (VAE)\nResources:\n* original vae paper I - [Kingma and Welling 2014](https://arxiv.org/abs/1312.6114)\n* original vae paper II - [Rezende, Mohamed and Wierstra 2014](https://arxiv.org/abs/1401.4082)\n* tutorial paper - [Doersch 2016](https://arxiv.org/pdf/1606.05908v2.pdf)\n* helpful blog - [Variational Autoencoder in Tensorflow, Jan Hendrik Metzen](https://jmetzen.github.io/2015-11-27/vae.html)\n* conditional vae paper - [Sohn, Lee and Yan 2015](https://papers.nips.cc/paper/5775-learning-structured-output-representation-using-deep-conditional-generative-models)\n\n## Generative Adversarial Network (GAN)\nResources:\n* original gan paper - [Goodfellow et al. 2014](https://arxiv.org/abs/1406.2661)\n* tutorial paper - [Goodfellow 2017](https://arxiv.org/pdf/1701.00160.pdf)\n* dcgan paper - [Radford et al. 2016](https://arxiv.org/abs/1511.06434)\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fthemattinthehatt%2Fdreamscape","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fthemattinthehatt%2Fdreamscape","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fthemattinthehatt%2Fdreamscape/lists"}