{"id":16840578,"url":"https://github.com/mitmul/chainer-mdn","last_synced_at":"2026-05-17T21:01:33.978Z","repository":{"id":141384851,"uuid":"137088173","full_name":"mitmul/chainer-mdn","owner":"mitmul","description":"Mixture Density Network with Chainer","archived":false,"fork":false,"pushed_at":"2018-06-12T18:37:45.000Z","size":473,"stargazers_count":2,"open_issues_count":0,"forks_count":0,"subscribers_count":1,"default_branch":"master","last_synced_at":"2025-01-24T11:44:12.765Z","etag":null,"topics":["chainer","generative-model","machine-learning","mixture-density-networks","numpy"],"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/mitmul.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":"2018-06-12T15:01:12.000Z","updated_at":"2022-01-09T11:18:23.000Z","dependencies_parsed_at":"2024-06-14T18:02:13.529Z","dependency_job_id":null,"html_url":"https://github.com/mitmul/chainer-mdn","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/mitmul%2Fchainer-mdn","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/mitmul%2Fchainer-mdn/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/mitmul%2Fchainer-mdn/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/mitmul%2Fchainer-mdn/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/mitmul","download_url":"https://codeload.github.com/mitmul/chainer-mdn/tar.gz/refs/heads/master","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":244159989,"owners_count":20408019,"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":["chainer","generative-model","machine-learning","mixture-density-networks","numpy"],"created_at":"2024-10-13T12:37:17.808Z","updated_at":"2026-05-17T21:01:28.949Z","avatar_url":"https://github.com/mitmul.png","language":"Python","funding_links":[],"categories":[],"sub_categories":[],"readme":"# Mixture Density Networks with Chainer\n\nThis is an example code of Mixture Density Networks implemented with Chainer.\nAll the parameters, the network design, and how to prepare synthetic data are the same as this article: [Mixture Density Networks with TensorFlow](http://blog.otoro.net/2015/11/24/mixture-density-networks-with-tensorflow/).\n\nThis repository is intended to be a draft for a repository in [chainer/models](https://github.com/chainer/models) which is to collect self-contained Chainer examples.\n\n## Requirements\n\n- [Chainer](https://chainer.org) v4.1.0\n- [NumPy](http://www.numpy.org/) v1.14.0\n- [Matplotlib](https://matplotlib.org/) v2.1.2\n\n## Train\n\n```\npython train.py\n```\n\n## Results\n\n### Target data:\n\n![target data](images/target.png)\n\n### Generated data from the trained MDN:\n\n![generated data](images/generated.png)\n\n### Generated data plotted over the target data:\n\n![overlapped](images/overlap.png)\n\n### Loss curve\n\n![loss](images/loss.png)\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fmitmul%2Fchainer-mdn","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fmitmul%2Fchainer-mdn","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fmitmul%2Fchainer-mdn/lists"}