{
  "lastUpdated": "2026-09-04",
  "lastVerified": "2026-09-04",
  "note": "Only publicly reachable courses, guides, docs, and data portals. Workshop lessons on this site are practice modules, not third-party courses.",
  "resources": [
    {
      "id": "elements-of-ai",
      "title": "Elements of AI",
      "provider": "University of Helsinki / MinnaLearn",
      "url": "https://www.elementsofai.com/",
      "type": "course",
      "level": "beginner",
      "topic": "basics",
      "cost": "免费",
      "lang": "多语言",
      "blurb": "面向非技术背景的免费 AI 入门课，介绍机器学习基本概念与社会影响。"
    },
    {
      "id": "ai-for-everyone",
      "title": "AI For Everyone",
      "provider": "DeepLearning.AI / Coursera（Andrew Ng）",
      "url": "https://www.coursera.org/learn/ai-for-everyone",
      "type": "course",
      "level": "beginner",
      "topic": "basics",
      "cost": "免费旁听 / 证书付费",
      "lang": "英语（含字幕）",
      "blurb": "Andrew Ng 的非技术向 AI 认知课，覆盖 AI 能做什么、项目流程与伦理。"
    },
    {
      "id": "microsoft-ai-hub",
      "title": "Microsoft AI 学习中心",
      "provider": "Microsoft Learn",
      "url": "https://learn.microsoft.com/zh-cn/ai/",
      "type": "guide",
      "level": "beginner",
      "topic": "basics",
      "cost": "免费",
      "lang": "中文",
      "blurb": "微软官方 AI 学习入口，按角色汇总生成式 AI、Copilot 与智能体学习路径。"
    },
    {
      "id": "microsoft-ai-apps-agents",
      "title": "AI 应用与智能体入门",
      "provider": "Microsoft Learn",
      "url": "https://learn.microsoft.com/zh-cn/training/paths/get-started-ai-apps-agents/",
      "type": "course",
      "level": "beginner",
      "topic": "basics",
      "cost": "免费",
      "lang": "中文",
      "blurb": "微软官方学习路径：从生成式 AI 概念走到应用与智能体入门。"
    },
    {
      "id": "google-ai-essentials",
      "title": "Google AI Essentials",
      "provider": "Google",
      "url": "https://grow.google/ai-essentials/",
      "type": "course",
      "level": "beginner",
      "topic": "basics",
      "cost": "付费课程（Google 官方）",
      "lang": "英语",
      "blurb": "Google 官方的职场生成式 AI 入门课，强调提示词与日常办公场景。"
    },
    {
      "id": "google-ml-crash-course",
      "title": "机器学习速成课程",
      "provider": "Google Developers",
      "url": "https://developers.google.com/machine-learning/crash-course?hl=zh-cn",
      "type": "course",
      "level": "intermediate",
      "topic": "engineering",
      "cost": "免费",
      "lang": "中文",
      "blurb": "Google 官方 ML Crash Course，含视频、文本与练习，适合有一定编程基础的学习者。"
    },
    {
      "id": "promptingguide-zh",
      "title": "提示工程指南（中文）",
      "provider": "DAIR.AI",
      "url": "https://www.promptingguide.ai/zh",
      "type": "guide",
      "level": "beginner",
      "topic": "prompting",
      "cost": "免费",
      "lang": "中文",
      "blurb": "开源提示工程手册，覆盖角色、示例、思维链、工具调用等常用技巧。"
    },
    {
      "id": "learn-prompting",
      "title": "Learn Prompting",
      "provider": "Learn Prompting",
      "url": "https://learnprompting.org/",
      "type": "guide",
      "level": "beginner",
      "topic": "prompting",
      "cost": "免费",
      "lang": "英语（含多语言）",
      "blurb": "系统化的提示词教程网站，从入门技巧到智能体与图像提示。"
    },
    {
      "id": "openai-prompt-engineering",
      "title": "OpenAI 提示工程指南",
      "provider": "OpenAI",
      "url": "https://developers.openai.com/api/docs/guides/prompt-engineering",
      "type": "docs",
      "level": "intermediate",
      "topic": "prompting",
      "cost": "免费",
      "lang": "英语",
      "blurb": "OpenAI 官方开发者文档中的提示工程指南，强调可复现的提示结构。"
    },
    {
      "id": "anthropic-prompt-engineering",
      "title": "Claude 提示工程指南",
      "provider": "Anthropic",
      "url": "https://platform.claude.com/docs/en/build-with-claude/prompt-engineering/overview",
      "type": "docs",
      "level": "intermediate",
      "topic": "prompting",
      "cost": "免费",
      "lang": "英语",
      "blurb": "Anthropic 官方文档：如何为 Claude 编写清晰、可约束的提示。"
    },
    {
      "id": "dlai-prompt-engineering",
      "title": "ChatGPT Prompt Engineering for Developers",
      "provider": "DeepLearning.AI / OpenAI",
      "url": "https://www.deeplearning.ai/short-courses/chatgpt-prompt-engineering-for-developers/",
      "type": "course",
      "level": "beginner",
      "topic": "prompting",
      "cost": "免费短课",
      "lang": "英语",
      "blurb": "Isa Fulford 与 Andrew Ng 的短课，用代码演示总结、推断、转换与扩展等提示模式。"
    },
    {
      "id": "deepseek-docs",
      "title": "DeepSeek API 文档（中文）",
      "provider": "DeepSeek",
      "url": "https://api-docs.deepseek.com/zh-cn/",
      "type": "docs",
      "level": "beginner",
      "topic": "tools",
      "cost": "文档免费 / API 按量",
      "lang": "中文",
      "blurb": "DeepSeek 官方 API 文档，含快速开始、模型与定价说明。"
    },
    {
      "id": "deepseek-platform",
      "title": "DeepSeek 开放平台",
      "provider": "DeepSeek",
      "url": "https://www.deepseek.com/",
      "type": "platform",
      "level": "beginner",
      "topic": "tools",
      "cost": "产品免费试用 / API 按量",
      "lang": "中文",
      "blurb": "DeepSeek 官网入口，可进入对话产品与开放平台。"
    },
    {
      "id": "kimi-chat",
      "title": "Kimi",
      "provider": "月之暗面 Moonshot",
      "url": "https://www.kimi.com",
      "type": "platform",
      "level": "beginner",
      "topic": "tools",
      "cost": "产品免费额度 / API 按量",
      "lang": "中文",
      "blurb": "Kimi 对话产品（原 kimi.moonshot.cn 已跳转到此域名）。"
    },
    {
      "id": "kimi-api-docs",
      "title": "Kimi API 文档",
      "provider": "Moonshot / Kimi",
      "url": "https://platform.kimi.ai/docs/overview",
      "type": "docs",
      "level": "beginner",
      "topic": "tools",
      "cost": "文档免费 / API 按量",
      "lang": "英语",
      "blurb": "Kimi 开放平台文档。API Key 控制台：platform.kimi.com（原 platform.moonshot.cn 会跳转）。"
    },
    {
      "id": "cursor-docs",
      "title": "Cursor 文档",
      "provider": "Cursor",
      "url": "https://cursor.com/docs",
      "type": "docs",
      "level": "intermediate",
      "topic": "tools",
      "cost": "文档免费",
      "lang": "英语",
      "blurb": "Cursor 编辑器官方文档，介绍 Agent、规则与 AI 辅助编程工作流。"
    },
    {
      "id": "claude-code-docs",
      "title": "Claude Code 文档",
      "provider": "Anthropic",
      "url": "https://code.claude.com/docs/en/overview",
      "type": "docs",
      "level": "intermediate",
      "topic": "tools",
      "cost": "文档免费",
      "lang": "英语",
      "blurb": "Claude Code 官方文档，介绍终端/仓库内的智能体编程助手用法。"
    },
    {
      "id": "github-copilot",
      "title": "GitHub Copilot",
      "provider": "GitHub",
      "url": "https://github.com/features/copilot",
      "type": "platform",
      "level": "beginner",
      "topic": "tools",
      "cost": "订阅制（学生等计划以官网为准）",
      "lang": "英语",
      "blurb": "GitHub 官方 Copilot 产品页，可由此进入文档与定价说明。"
    },
    {
      "id": "hf-llm-course-zh",
      "title": "Hugging Face LLM 课程（中文）",
      "provider": "Hugging Face",
      "url": "https://huggingface.co/learn/llm-course/zh-CN/chapter1/1",
      "type": "course",
      "level": "intermediate",
      "topic": "engineering",
      "cost": "免费",
      "lang": "中文",
      "blurb": "Hugging Face 官方 LLM 课程中文版（原 NLP Course 已重定向至此）。"
    },
    {
      "id": "d2l-zh",
      "title": "动手学深度学习",
      "provider": "李沐等 / d2l.ai",
      "url": "https://zh.d2l.ai/",
      "type": "course",
      "level": "intermediate",
      "topic": "engineering",
      "cost": "免费",
      "lang": "中文",
      "blurb": "开源教材《动手学深度学习》中文版，含理论、代码与习题。"
    },
    {
      "id": "fastai-course",
      "title": "Practical Deep Learning for Coders",
      "provider": "fast.ai",
      "url": "https://course.fast.ai/",
      "type": "course",
      "level": "intermediate",
      "topic": "engineering",
      "cost": "免费",
      "lang": "英语",
      "blurb": "fast.ai 实践课，强调用代码从预训练模型出发解决实际问题。"
    },
    {
      "id": "karpathy-zero-to-hero",
      "title": "Neural Networks: Zero to Hero",
      "provider": "Andrej Karpathy",
      "url": "https://karpathy.ai/zero-to-hero.html",
      "type": "course",
      "level": "advanced",
      "topic": "engineering",
      "cost": "免费",
      "lang": "英语",
      "blurb": "从零实现神经网络与 GPT 风格模型的视频课，配套 GitHub 仓库。"
    },
    {
      "id": "cs231n",
      "title": "Stanford CS231n",
      "provider": "Stanford University",
      "url": "https://cs231n.stanford.edu/",
      "type": "course",
      "level": "advanced",
      "topic": "engineering",
      "cost": "讲义公开",
      "lang": "英语",
      "blurb": "斯坦福计算机视觉课程主页，卷积神经网络讲义对遥感解译也有参考价值。"
    },
    {
      "id": "kaggle-learn",
      "title": "Kaggle Learn",
      "provider": "Kaggle",
      "url": "https://www.kaggle.com/learn",
      "type": "course",
      "level": "beginner",
      "topic": "engineering",
      "cost": "免费",
      "lang": "英语",
      "blurb": "Kaggle 免费微型课程目录，含 Python、机器学习、数据可视化等。"
    },
    {
      "id": "copernicus-marine",
      "title": "Copernicus Marine Service",
      "provider": "EUMETSAT / Copernicus",
      "url": "https://marine.copernicus.eu/",
      "type": "data",
      "level": "industry",
      "topic": "geoscience",
      "cost": "注册免费使用数据",
      "lang": "英语",
      "blurb": "欧盟哥白尼海洋监测服务，提供全球海洋再分析、预报与观测产品。"
    },
    {
      "id": "copernicus-marine-help",
      "title": "Copernicus Marine 帮助中心",
      "provider": "Copernicus Marine",
      "url": "https://help.marine.copernicus.eu/en/",
      "type": "guide",
      "level": "industry",
      "topic": "geoscience",
      "cost": "免费",
      "lang": "英语",
      "blurb": "哥白尼海洋数据的使用说明、API 与教程入口。"
    },
    {
      "id": "noaa-ncei",
      "title": "NOAA NCEI 数据中心",
      "provider": "NOAA",
      "url": "https://www.ncei.noaa.gov/",
      "type": "data",
      "level": "industry",
      "topic": "geoscience",
      "cost": "公开数据",
      "lang": "英语",
      "blurb": "美国国家环境信息中心，海洋、气候与地球物理存档数据门户。"
    },
    {
      "id": "ioos",
      "title": "U.S. IOOS",
      "provider": "NOAA IOOS",
      "url": "https://ioos.noaa.gov/",
      "type": "data",
      "level": "industry",
      "topic": "geoscience",
      "cost": "公开数据",
      "lang": "英语",
      "blurb": "美国综合海洋观测系统门户，面向沿岸与大洋观测数据。"
    },
    {
      "id": "usgs",
      "title": "U.S. Geological Survey",
      "provider": "USGS",
      "url": "https://www.usgs.gov/",
      "type": "data",
      "level": "industry",
      "topic": "geoscience",
      "cost": "公开数据",
      "lang": "英语",
      "blurb": "美国地质调查局官网，地质、水文、灾害与遥感相关数据与研究报告入口。"
    },
    {
      "id": "earth-engine",
      "title": "Google Earth Engine",
      "provider": "Google",
      "url": "https://earthengine.google.com/",
      "type": "platform",
      "level": "industry",
      "topic": "geoscience",
      "cost": "研究/非商用有免费额度",
      "lang": "英语",
      "blurb": "行星级地球观测计算平台，常用于遥感分类、变化检测与环境监测。"
    },
    {
      "id": "earth-engine-tutorials",
      "title": "Earth Engine 教程",
      "provider": "Google Developers",
      "url": "https://developers.google.com/earth-engine/tutorials",
      "type": "guide",
      "level": "industry",
      "topic": "geoscience",
      "cost": "免费",
      "lang": "英语",
      "blurb": "Earth Engine 官方教程目录，从 JavaScript/Python API 入门到遥感分析示例。"
    },
    {
      "id": "nasa-earthdata",
      "title": "NASA Earthdata",
      "provider": "NASA",
      "url": "https://www.earthdata.nasa.gov/",
      "type": "data",
      "level": "industry",
      "topic": "geoscience",
      "cost": "公开数据（需注册）",
      "lang": "英语",
      "blurb": "NASA 地球科学数据门户，卫星遥感、海洋与陆地观测数据集入口。"
    }
  ]
}