{"id":24523576,"url":"https://github.com/mad-sg/generative-ai-start-to-surrender","last_synced_at":"2025-08-23T04:13:40.382Z","repository":{"id":272549123,"uuid":"916915279","full_name":"MAD-SG/generative-ai-start-to-surrender","owner":"MAD-SG","description":"Generative AI: From Start to Surrender – A Practical Guide to Mastering and Struggling with AI Models","archived":false,"fork":false,"pushed_at":"2025-08-20T15:19:39.000Z","size":349804,"stargazers_count":4,"open_issues_count":2,"forks_count":0,"subscribers_count":1,"default_branch":"main","last_synced_at":"2025-08-20T17:24:00.062Z","etag":null,"topics":["continuous-normalizing-flows","ddpm","diffusion","energy-based-model","flow-matching","gan","generative-ai","nerf","pytorch","rectified-flow","score-matching","stylegan","vae","vae-pytorch"],"latest_commit_sha":null,"homepage":"https://mad-sg.github.io/generative-ai-start-to-surrender/","language":"Jupyter Notebook","has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":"other","status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/MAD-SG.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,"zenodo":null}},"created_at":"2025-01-15T01:59:39.000Z","updated_at":"2025-08-20T15:06:11.000Z","dependencies_parsed_at":"2025-01-15T07:25:45.519Z","dependency_job_id":"c15877d0-07a0-4794-8bdd-9c384ddb14aa","html_url":"https://github.com/MAD-SG/generative-ai-start-to-surrender","commit_stats":null,"previous_names":["mad-sg/generative-ai-start-to-surrender"],"tags_count":0,"template":false,"template_full_name":null,"purl":"pkg:github/MAD-SG/generative-ai-start-to-surrender","repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/MAD-SG%2Fgenerative-ai-start-to-surrender","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/MAD-SG%2Fgenerative-ai-start-to-surrender/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/MAD-SG%2Fgenerative-ai-start-to-surrender/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/MAD-SG%2Fgenerative-ai-start-to-surrender/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/MAD-SG","download_url":"https://codeload.github.com/MAD-SG/generative-ai-start-to-surrender/tar.gz/refs/heads/main","sbom_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/MAD-SG%2Fgenerative-ai-start-to-surrender/sbom","scorecard":null,"host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":271740732,"owners_count":24812642,"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","status":"online","status_checked_at":"2025-08-23T02:00:09.327Z","response_time":69,"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":["continuous-normalizing-flows","ddpm","diffusion","energy-based-model","flow-matching","gan","generative-ai","nerf","pytorch","rectified-flow","score-matching","stylegan","vae","vae-pytorch"],"created_at":"2025-01-22T04:15:53.998Z","updated_at":"2025-08-23T04:13:35.367Z","avatar_url":"https://github.com/MAD-SG.png","language":"Jupyter Notebook","funding_links":[],"categories":[],"sub_categories":[],"readme":"# Generative AI: From Start to Surrender\n\n## Explore the Documentation Online :book:\n\nDiscover the full documentation for \"Generative AI: From Start to Surrender\" online. Dive into detailed guides and resources to enhance your understanding of generative AI technologies.\n\n[![Read Online](https://img.shields.io/badge/Read-Online-blue?style=for-the-badge)](https://mad-sg.github.io/generative-ai-start-to-surrender/)\n\n## Contributor :busts_in_silhouette:\n\nWe are grateful for the contributions from our community. Here are some of our key contributors:\n\n- [![GitHub](https://img.shields.io/badge/GitHub-Qian%20Lilong-lightgrey?logo=github\u0026style=social)](https://github.com/tsiendragon)\n\nYour contributions help make this project better. Thank you for your support!\n\n## Contribution\n\n### vscode 设置保存图片位置. vscode 可以支持直接复制图片，会把粘贴板上的图片复制到markdown 文件中，并且保存文件到指定目录中\n\n在settings.json中添加\n\n```json\n{\n    \"markdown.copyFiles.destination\": {\n        \"**/*\": \"${documentWorkspaceFolder}/docs/images/\"\n    },\n    ...\n}\n```\n\n### 使用Markdownlint\n\nMarkdownlint 是一个对 Markdown 进行规范检查的扩展，除了给出 lint 提示外，也支持自动修复部分问题（比如空行、列表缩进等）。\n打开 VS Code 设置后，可根据需要启用自动修复选项：\n\n```json\n{\n   ...\n   \"editor.codeActionsOnSave\": {\n      \"source.fixAll.markdownlint\": true\n   },\n   \"markdownlint.config\": {\n        \"default\": true,\n        \"MD033\": false,\n        \"MD049\":false,\n        \"MD022\":false,\n    }\n}\n```\n\n其中markdownlint.config 可以控制对特定的error选择进行忽略。选择\"MD049\" 对数学公式的自动修复进行忽略。\n### 交叉引用\n\n如果想引用其他的markdown 文件中的某个章节或者内容，可以添加一个anchor\n\n```markdown\n\u003ca id=\"elbo\"\u003e\u003c/a\u003e\n#### 9.3.1-ELBO\n```\n\n引用时\n\n```markdown\n[引用](\u003crelative_path/to/file.md#elbo)\n```\n\n## BUGS\n\n### MARKDOWN\n\n   1. bmatrix cannot be rendered\n   2. Use extension \"MathJax 3 Plugin for Github\" to render equation![alt text](docs/images/image-12.png)\n   3. cannot render \\mathbf\n\n   4. $$ $$ 需要换行。在 Markdown 中，单个换行符（按下 Enter）通常不会被视为换行，而是被解析为一个空格，除非渲染器明确支持换行。\n\n\n   行间公式保持下面的格式\n\n   ```markdown\n   text...\n\n   $$...$$\n\n\n\n\n\n   ```\n\n## License\n\nThis repository contains both the book content and source code. Each is licensed separately:\n\n1. **Book Content**:\n\n   - \"Generative AI: From Start to Surrender – A Practical Guide to Mastering and Struggling with AI Models\"  2025.\n   - Licensed under the [Creative Commons Attribution 4.0 International License (CC BY 4.0)](https://creativecommons.org/licenses/by/4.0/).\n2. **Code**:\n\n   - Licensed under the [Apache License 2.0](http://www.apache.org/licenses/LICENSE-2.0).\n\nPlease ensure you follow the respective license terms when using this material.\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fmad-sg%2Fgenerative-ai-start-to-surrender","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fmad-sg%2Fgenerative-ai-start-to-surrender","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fmad-sg%2Fgenerative-ai-start-to-surrender/lists"}