{"id":16513222,"url":"https://github.com/moisutsu/pytorch_advanced","last_synced_at":"2026-04-15T16:03:10.908Z","repository":{"id":174116425,"uuid":"266719992","full_name":"moisutsu/pytorch_advanced","owner":"moisutsu","description":"つくりながら学ぶ! PyTorchによる発展ディープラーニングの勉強","archived":false,"fork":false,"pushed_at":"2020-05-27T13:04:37.000Z","size":5513,"stargazers_count":0,"open_issues_count":0,"forks_count":0,"subscribers_count":1,"default_branch":"master","last_synced_at":"2025-03-12T16:44:59.610Z","etag":null,"topics":["jupyterlab","nlp","python","pytorch"],"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/moisutsu.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":"2020-05-25T08:03:32.000Z","updated_at":"2020-06-11T07:11:18.000Z","dependencies_parsed_at":"2023-07-06T14:45:44.513Z","dependency_job_id":null,"html_url":"https://github.com/moisutsu/pytorch_advanced","commit_stats":null,"previous_names":["moisutsu/pytorch_advanced"],"tags_count":0,"template":false,"template_full_name":null,"purl":"pkg:github/moisutsu/pytorch_advanced","repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/moisutsu%2Fpytorch_advanced","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/moisutsu%2Fpytorch_advanced/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/moisutsu%2Fpytorch_advanced/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/moisutsu%2Fpytorch_advanced/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/moisutsu","download_url":"https://codeload.github.com/moisutsu/pytorch_advanced/tar.gz/refs/heads/master","sbom_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/moisutsu%2Fpytorch_advanced/sbom","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":261013945,"owners_count":23097140,"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":["jupyterlab","nlp","python","pytorch"],"created_at":"2024-10-11T16:08:10.403Z","updated_at":"2026-04-15T16:03:05.889Z","avatar_url":"https://github.com/moisutsu.png","language":"Jupyter Notebook","funding_links":[],"categories":[],"sub_categories":[],"readme":"## つくりながら学ぶ! PyTorchによる発展ディープラーニング\n\n\u003cdiv align=\"center\"\u003e\n\u003cimg src=\"./etc/pytorch_advanced.png\" alt=\"PyTorchによる発展ディープラーニング\" title=\"PyTorchによる発展ディープラーニング\" width=60%\u003e\n\u003c/div\u003e\n\n\u003cbr\u003e\n\n[書籍「つくりながら学ぶ! PyTorchによる発展ディープラーニング」（小川雄太郎、マイナビ出版 、19/07/29) ](https://www.amazon.co.jp/dp/4839970254/)\n\nのサポートリポジトリです。\n\n\u003cbr\u003e\n\n### 1. 本書で扱うタスク内容とディープラーニングモデル\n\n- 第1章 画像分類と転移学習（VGG）\n- 第2章 物体認識（SSD）\n- 第3章 セマンティックセグメンテーション（PSPNet）\n- 第4章 姿勢推定（OpenPose）\n- 第5章 GANによる画像生成（DCGAN、Self-Attention GAN）\n- 第6章 GANによる異常検知（AnoGAN、Efficient GAN)\n- 第7章 自然言語処理による感情分析（Transformer）\n- 第8章 自然言語処理による感情分析（BERT）\n- 第9章 動画分類（3DCNN、ECO）\n\n本書の詳細な内容については、以下で別途、解説しております。\n\n[「Qiita記事：PyTorchによる発展ディープラーニング、各章の紹介」](https://qiita.com/sugulu/items/07253d12b1fc72e16aba)\n\n\u003cbr\u003e\n\n### 2. 疑問点・修正点はIssueにて管理しています\n\n本GitHubのIssueにて、疑問点や修正点を管理しています。\n\n不明な点などがございましたら、こちらをご覧ください。\n\nhttps://github.com/YutaroOgawa/pytorch_advanced/issues\n\n### 3. 誤植について\n\n書籍中の誤植一覧はこちらになります。\n大変申し訳ございません。\n\n[誤植一覧](https://github.com/YutaroOgawa/pytorch_advanced/issues?q=is%3Aissue+is%3Aopen+label%3A%E8%AA%A4%E6%A4%8D)\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fmoisutsu%2Fpytorch_advanced","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fmoisutsu%2Fpytorch_advanced","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fmoisutsu%2Fpytorch_advanced/lists"}