{"id":50954768,"url":"https://github.com/alloevil/ai-mastery","last_synced_at":"2026-06-18T05:02:29.213Z","repository":{"id":364445197,"uuid":"1267951423","full_name":"alloevil/ai-mastery","owner":"alloevil","description":"AI Mastery - 从线性代数到大模型，系统学习 AI 数学基础","archived":false,"fork":false,"pushed_at":"2026-06-13T02:57:20.000Z","size":23,"stargazers_count":0,"open_issues_count":0,"forks_count":0,"subscribers_count":0,"default_branch":"master","last_synced_at":"2026-06-13T04:20:05.835Z","etag":null,"topics":[],"latest_commit_sha":null,"homepage":null,"language":"Python","has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":null,"status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/alloevil.png","metadata":{"files":{"readme":"README.md","changelog":null,"contributing":null,"funding":null,"license":null,"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,"notice":null,"maintainers":null,"copyright":null,"agents":null,"dco":null,"cla":null}},"created_at":"2026-06-13T02:19:41.000Z","updated_at":"2026-06-13T02:57:24.000Z","dependencies_parsed_at":null,"dependency_job_id":null,"html_url":"https://github.com/alloevil/ai-mastery","commit_stats":null,"previous_names":["alloevil/ai-mastery"],"tags_count":null,"template":false,"template_full_name":null,"purl":"pkg:github/alloevil/ai-mastery","repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/alloevil%2Fai-mastery","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/alloevil%2Fai-mastery/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/alloevil%2Fai-mastery/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/alloevil%2Fai-mastery/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/alloevil","download_url":"https://codeload.github.com/alloevil/ai-mastery/tar.gz/refs/heads/master","sbom_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/alloevil%2Fai-mastery/sbom","scorecard":null,"host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":286080680,"owners_count":34476728,"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":"2026-06-18T02:00:06.871Z","response_time":128,"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":[],"created_at":"2026-06-18T05:02:28.378Z","updated_at":"2026-06-18T05:02:29.208Z","avatar_url":"https://github.com/alloevil.png","language":"Python","funding_links":[],"categories":[],"sub_categories":[],"readme":"# AI Mastery — 从零到精通\n\n\u003e 基于 [ai-engineering-from-scratch](https://github.com/rohitg00/ai-engineering-from-scratch)，逐节展开讲解，每个概念都对应到大模型中的真实应用。\n\n## 定位\n\n原课程的风格是简洁直觉 + 代码练习。本专题在此基础上：\n\n1. **原文展开**：以原课程内容为主线，用中文展开讲透\n2. **大模型融汇**：每个概念都对应到 Transformer、Attention、LoRA、RAG 等真实场景\n3. **代码验证**：每节都有可运行的 Python 代码，动手验证\n\n## 目录结构\n\n```\n01-math/       — 数学基础（线性代数、微积分、概率论...）\n02-ml/         — 机器学习基础\n03-dl/         — 深度学习核心\n04-cv/         — 计算机视觉\n05-nlp/        — 自然语言处理\n07-transformers/ — Transformer 深度解析\n10-llms/       — 大语言模型\n...\n```\n\n每个主题下：\n```\ntopic/\n  docs/        — 逐节讲解（Markdown）\n  code/        — 代码验证脚本\n  outputs/     — 学习产出（笔记、总结）\n```\n\n## 当前进度\n\n### 01 数学基础 — 线性代数直觉\n\n对照原课程 `phases/01-math-foundations/01-linear-algebra-intuition/`：\n\n| 小节 | 原课程标题 | 状态 |\n|------|-----------|------|\n| 1.1 | Vectors Are Points (and Directions) | ✅ |\n| 1.2 | Matrices Are Transformations | ⬜ |\n| 1.3 | The Dot Product Measures Similarity | ⬜ |\n| 1.4 | Linear Independence | ⬜ |\n| 1.5 | Basis and Rank | ⬜ |\n| 1.6 | Projection | ⬜ |\n| 1.7 | Gram-Schmidt Process | ⬜ |\n\n## 使用方式\n\n1. 先读原课程（`en.md`）\n2. 再读本专题对应的小节（`docs/`）\n3. 运行代码验证（`code/`）\n4. 做练习题，写学习笔记（`outputs/`）\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Falloevil%2Fai-mastery","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Falloevil%2Fai-mastery","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Falloevil%2Fai-mastery/lists"}