人工智能学习之路”

本篇文章汇总了人工智能学习的相关资源，包括机器学习、深度学习、自然语言处理、计算机视觉等内容，适合人工智能开发者参考。

专业术语

• AIGC即AI Generated Content，是指利用人工智能技术来生成内容，AIGC也被认为是继UGC(User Generated Content)、PGC(Professional Generated Content)之后的新型内容生产方式，AI绘画、AI写作等都属于AIGC的分支。对AIGC来说，2022年被认为是其发展速度惊人的一年。
• NLP: Natural Language Processing
• NLG: Natural Language Generation
• LLM: Large Language Model

比较好的文章

• 万字科普ChatGPT-4为何会颠覆人类社会: https://www.modevol.com/episode/clf9d5kni0zo301mm6tkl9t87
• MCP协议入门指南，4个案例+2个实践全解析！: https://blog.csdn.net/l01011_/article/details/147470223
• AI Coding⾮共识报告丨AI透镜系列研究: https://mp.weixin.qq.com/s?__biz=MjM5OTE0ODA2MQ==&mid=2650991584&idx=1&sn=3a23e8869afb791ba6e2c47aa3357049

深度学习库

• Keras(基于 Python 的深度学习库): https://keras.io/zh/
• TensorFlow: https://www.tensorflow.org/
• PyTorch: https://pytorch.org/

大模型

• ChatGPT(OpenAI): https://chatgpt.com/
• Claude(Anthropic): https://claude.ai/
• Llama(Meta): https://www.llama.com/
• gemini(Google): https://gemini.google.com/
• DeepSeek(深度求索): https://www.deepseek.com/
• Kimi(月之暗面): https://www.kimi.com/
• 千问(阿里): https://www.qianwen.com/
• 豆包(字节跳动): https://www.doubao.com/
• MiMo(小米): https://mimo.xiaomi.com/
• 万知: https://www.wanzhi.com/
• 文心一言(百度): https://yiyan.baidu.com/

Agent(智能体)

• openclaw(通过聊天工具控制智能体): https://openclaw.ai/
• The OpenClaw Community Directory: https://openclawdir.com/
• copaw: https://copaw.agentscope.io/
• Agent TARS(字节跳动, 多模态AI Agent): https://agenttars.ai/
• Manus(通用AI Agent): https://manus.im/
• Hindsight(Hindsight: Agent Memory That Learns): https://github.com/vectorize-io/hindsight
• GBrain(Garry’s Opinionated OpenClaw/Hermes Agent Brain): https://github.com/garrytan/gbrain

MCP(Model Context Protocol，模型上下文协议)

• Model Context Protocol: https://modelcontextprotocol.io/specification/2025-11-25/basic/transports
• Awesome MCP Servers: https://mcpservers.org/
• Chrome MCP Server: https://github.com/hangwin/mcp-chrome
• 飞书 mcp: https://open.larkoffice.com/document/uAjLw4CM/ukTMukTMukTM/mcp_integration/mcp_introduction
• Another(A desktop app for mirroring and controlling Android devices over USB.): https://github.com/Zfinix/another
• GitLab MCP Server: https://github.com/zereight/gitlab-mcp
• mcp-remote(Connect an MCP Client that only supports local servers to a Remote MCP Server): https://github.com/geelen/mcp-remote
• next-ai-draw-io: https://github.com/DayuanJiang/next-ai-draw-io
• drawio-mcp(The official draw.io MCP server): https://github.com/jgraph/drawio-mcp

CLI

• CLI-Anything: https://github.com/HKUDS/CLI-Anything
• opencli: https://github.com/jackwener/opencli
• GitHub CLI: https://cli.github.com/
• 飞书 CLI: https://open.larkoffice.com/document/mcp_open_tools/feishu-cli-let-ai-actually-do-your-work-in-feishu
• Android CLI: https://developer.android.google.cn/tools/agents/android-cli
• Android CLI and skills: https://android-developers.googleblog.com/2026/04/build-android-apps-3x-faster-using-any-agent.html

Skills

• The Open Agent Skills Ecosystem: https://skills.sh/
• Agent Skills Marketplace: https://skillsmp.com
• Skills Catalog for Codex: https://github.com/openai/skills
• find-skills: https://skills.sh/vercel-labs/skills/find-skills
• superpowers: https://github.com/obra/superpowers
• gstack: https://github.com/garrytan/gstack
• Compound Engineering: https://github.com/EveryInc/compound-engineering-plugin
• autoskills: https://github.com/midudev/autoskills
• GET SHIT DONE: https://github.com/gsd-build/get-shit-done
• aetherviz-master(将任意教学主题转化为沉浸式3D交互网页): https://github.com/andyhuo520/aetherviz-master
• 同事.skills: https://github.com/titanwings/colleague-skill
• andrej-karpathy-skills: https://github.com/forrestchang/andrej-karpathy-skills
• agent-skills: https://github.com/addyosmani/agent-skills
• fireworks-tech-graph(画架构图): https://github.com/yizhiyanhua-ai/fireworks-tech-graph
• Architecture Diagram Generator(画架构图): https://github.com/Cocoon-AI/architecture-diagram-generator
• baoyu-skills: https://github.com/JimLiu/baoyu-skills
• Skills For Real Engineers: https://github.com/mattpocock/skills

RAG

• RAG-Anything(All-in-One RAG Framework): https://github.com/HKUDS/RAG-Anything

AI编程辅助

Claude

• Agent Package Manager(APM): https://github.com/microsoft/apm

• Claude Code(Anthropic): https://code.claude.com/docs/en/overview
• Claude Code Docs: https://code.claude.com/docs/en/overview
• Claude Code Comand Reference(powerup): https://code.claude.com/docs/en/commands
• Choose a permission mode: https://code.claude.com/docs/en/permission-modes
• Extend Claude with skills(Custom commands have been merged into skills): https://code.claude.com/docs/en/skills
• Agent teams: https://code.claude.com/docs/en/agent-teams
• Choosing the right Claude model: Haiku, Sonnet, and Opus: https://claude.com/resources/tutorials/choosing-the-right-claude-model
• everything-claude-code: https://github.com/affaan-m/everything-claude-code
• claude-howto: https://github.com/luongnv89/claude-howto
• Claude HUD: https://github.com/jarrodwatts/claude-hud
• Claude Code Action: https://github.com/anthropics/claude-code-action
• badclaude: https://github.com/GitFrog1111/badclaude
• Claude Code Templates: https://github.com/davila7/claude-code-templates
• Claude Code 速查表: https://cc.storyfox.cz/zh/
• claude-mem: https://github.com/thedotmack/claude-mem
• Claude Code橙皮书: https://my.feishu.cn/wiki/JK1WwrRgJiYfRok7YxxceS5qn1J

• Building agents that reach production systems with MCP: https://claude.com/blog/building-agents-that-reach-production-systems-with-mcp

• Kiro: https://kiro.dev/
• Kiro Docs: https://kiro.dev/docs/
• Kiro使用问题提交和常见问题查询: https://amzn-chn.feishu.cn/docx/TTlPd5D1yoOQvtxLnpBcKcWGnQg
• Book of Kiro: https://kiro-community.github.io/book-of-kiro/
• WSL support：https://github.com/kirodotdev/Kiro/issues/17

• kiro-gateway: https://github.com/jwadow/kiro-gateway

• Cursor: https://www.cursor.com/
• opencode: https://github.com/anomalyco/opencode
• Google Antigravity: https://antigravity.google/
• gemini-cli(Google): https://github.com/google-gemini/gemini-cli
• Gemini Code Assist(Google): https://codeassist.google/
• cline: https://github.com/cline/cline
• Roo-Code: https://github.com/RooVetGit/Roo-Code
• Copilot: https://github.com/copilot/
• OAI Compatible Provider for Copilot: https://github.com/JohnnyZ93/oai-compatible-copilot
• Github Next: https://githubnext.com/
• Windsurf: https://windsurf.com/
• CodexMonitor: https://www.codexmonitor.app/

• Devin(AI软件工程师): https://devin.ai/

• Visual Studio 中的 AI 辅助开发: https://learn.microsoft.com/zh-cn/visualstudio/ide/ai-assisted-development-visual-studio

• tabnine: https://www.tabnine.com/

• Trae(字节跳动): https://www.trae.ai/
• Trae(字节跳动): https://www.trae.cn/
• Qoder: https://qoder.com/
• 通义灵码(阿里巴巴): https://lingma.aliyun.com/lingma
• Codebuddy(腾讯): https://www.codebuddy.cn/
• aiXcoder(硅心科技): https://www.aixcoder.com/
• 代码小浣熊(商汤科技): https://www.xiaohuanxiong.com/code
• 文心快码(百度): https://comate.baidu.com/zh
• CodeGeex(智普): https://codegeex.cn/zh-CN
• Amazon Q 开发者版: https://aws.amazon.com/cn/q/developer/
• Cody(Sourcegraph): https://sourcegraph.com/cody
• Bito: https://bito.ai/

• Kite(已停止运营): https://kite.com/

• GitNexus: https://github.com/abhigyanpatwari/GitNexus
• graphify: https://github.com/safishamsi/graphify
• code-review-graph(Local knowledge graph for Claude Code): https://github.com/tirth8205/code-review-graph
• OpenSpec(About Spec-driven development for AI coding assistants): https://github.com/Fission-AI/OpenSpec
• Spec Kit(Toolkit to help you get started with Spec-Driven Development): https://github.com/github/spec-kit

AI设计

• Pencil: https://www.pencil.dev/
• Stitch(Google): https://stitch.withgoogle.com/
• Figma: https://www.figma.com/
• Claude Design(Anthropic): https://www.anthropic.com/news/claude-design-anthropic-labs
• Stability AI: https://stability.ai/
• UI UX Pro Max: https://uupm.cc/
• awesome-design-md: https://github.com/VoltAgent/awesome-design-md
• GemDesign(生成设计文件): https://design.gemcoder.com/
• DreamStudio(DreamStudio is an easy-to-use interface for creating images using the latest version of the Stable Diffusion image generation model.): https://beta.dreamstudio.ai/dream
• stable-diffusion: https://huggingface.co/spaces/stabilityai/stable-diffusion
• ComfyUI(The most powerful and modular visual AI engine and application): https://github.com/comfyanonymous/ComfyUI
• Midjourney(文本生成图片): https://www.midjourney.com/
• firefly(文本生成图片): https://firefly.adobe.com/
• imagen(文本生成图片): https://imagen.research.google/
• Leonardo.Ai(文本生成图片): https://leonardo.ai/
• ClipDrop(文本生成图片): https://clipdrop.co/
• Lama Cleaner(文本修图): https://github.com/Sanster/lama-cleaner
• ideogram: https://ideogram.ai/
• Flux AI: https://flux-ai.io/cn/
• 即梦AI(字节跳动): https://www.jimeng.ai/

• 秒画AI(商汤科技):https://miaohua.sensetime.com/

• Napkin(AI创作图标): https://www.napkin.ai/

• flourish(AI创作图标): https://flourish.studio/

• ArtHub(AI生成艺术的社区展示与灵感平台): https://arthub.ai/
• Civitai(Stable Diffusion模型分享社区与资源库): https://civitai.com/
• khroma(AI配色):https://www.khroma.co/
• AI Colors: https://aicolors.co/
• Opus.ai(文本创建3D): https://opus.ai/
• Playground: https://playground.com/

• DaVinci: https://github.com/microsoft/DaVinci

• Gamma(AI创作PPT): https://gamma.app/zh-cn
• AiPPT(AI创作PPT): https://www.aippt.cn/

AI视频

• Synthesia(文本生成视频):https://www.synthesia.io/
• 可灵AI(文本生成视频): https://app.klingai.com/global/
• 海螺AI(文本生成视频): https://hailuoai.com/
• Runway(文本生成视频): https://runwayml.com/
• Pika(文本生成视频): https://pika.art/
• remotion(文本生成视频): https://remotion.dev/
• Hyperframes(文本生成视频): https://github.com/heygen-com/hyperframes

AI音频

• AIVA(音乐创作): https://www.aiva.ai/
• fireflies(文本转语音): https://fireflies.ai/
• Chat-TTS(文本转语音): https://www.chattts.co/zh
• F5-TTS(文本转语音): https://f5tts.org/zh
• SUNO(AI创作歌曲): https://suno.com/home
• VibeVoice(Open-Source Frontier Voice AI): https://github.com/microsoft/VibeVoice

AI写作

• inkos(AI Agent 自主写小说): https://github.com/Narcooo/inkos
• Notion AI(AI写作): https://www.notion.so/product/ai?wr=0f7cc56a61756f34
• jenni(AI写作): https://jenni.ai/
• Copy.ai(AI写作):https://www.copy.ai/
• Peppertype.ai(AI写作):https://www.peppertype.ai/
• AI-Writer(AI写作):https://ai-writer.com/

AI量化

• TradingAgents-CN(基于多智能体LLM的中文金融交易框架): https://github.com/hsliuping/TradingAgents-CN

数字人

• heygen: https://www.heygen.com/
• 蝉镜: https://www.chanjing.cc/
• echomimic: https://github.com/antgroup/echomimic
• Live Portrait: https://liveportrait.org/zh

LLMOps

• COZE(扣子空间): https://www.coze.cn/
• Dify: https://www.dify.ai/
• Langchain: https://www.langchain.com/

OpenClaw

• OpenClaw(通过聊天工具控制智能体): https://openclaw.ai/
• OpenClawDir(The OpenClaw Community Directory): https://openclawdir.com/
• OpenClaw Community Directory: https://open-claw.directory/
• OpenClaw startups(tracks startups built with OpenClaw): https://trustmrr.com/special-category/openclaw
• Kimi Claw: https://kimi-claw.com/
• MaxClaw: https://agent.minimaxi.com/max-claw
• CoPaw: https://github.com/agentscope-ai/CoPaw
• OpenClaw Dashboard(A lightweight web dashboard for viewing all your OpenClaw Bots/Agents/Models/Sessions status): https://github.com/xmanrui/OpenClaw-bot-review
• Star-Office-UI(A pixel office for your OpenClaw): https://developer.nvidia.cn/nvapi/get-started

基于大模型的衍生产品

• DeerFlow(Deep Exploration and Efficient Research Flow): https://github.com/bytedance/deer-flow
• Hermes Agent(The AI agent that grows with you): https://hermes-agent.org/
• agency-agents-zh(即插即用的 AI 专家角色): https://github.com/jnMetaCode/agency-agents-zh
• html-anything: https://github.com/nexu-io/html-anythin
• OpenRouter(大模型统一接口): https://openrouter.ai/
• Ollama(在本地运行大模型): https://ollama.com/
• LM Studio(在本地运行大模型): https://lmstudio.ai/
• Can I Run AI locally? https://www.canirun.ai/
• CC Switch(The All-in-One Manager for Claude Code, Codex, Gemini CLI, OpenCode & OpenClaw): https://github.com/farion1231/cc-switch
• cc-connector(Bridge local AI coding agents to messaging platforms): https://github.com/chenhg5/cc-connect
• chatbox(集成各个大模型的桌面代理): https://github.com/chatboxai/chatbox
• 模型对比: https://arena.ai/zh/leaderboard/
• Artificial Analysis(大模型排名): https://artificialanalysis.ai/
• Awesome ChatGPT Prompts: https://github.com/f/awesome-chatgpt-prompts

• system-prompts-and-models-of-ai-tools: https://github.com/x1xhlol/system-prompts-and-models-of-ai-tools

• openrelay(几百个免费 AI 模型配额，一键接入本地项目): https://github.com/romgX/openrelay
• AI Website Cloner Template: https://github.com/JCodesMore/ai-website-cloner-template

• Open Lovable(Clone and Recreate Any Website as a Modern React App in Seconds): https://openlovable.com/

• Hugging Face(AI交流社区): https://huggingface.co/

• Transformers: (模型定义框架): https://github.com/huggingface/transformers

• agency-agents(智能体集合): https://github.com/msitarzewski/agency-agents
• NotebookLM(Google): https://notebooklm.google/
• OpenRead(AI读论文): https://www.openread.academy/
• ResearchFlow: https://rflow.ai/

• DeepL(AI翻译):https://www.deepl.com/translator

• livechat(多功能聊天机器人): https://www.chatbot.com/integrations/livechat/
• PDF解析: https://www.chatpdf.com/
• BookAI(Chat with any book using AI): https://www.bookai.chat/
• regex.ai: https://regex.ai/
• DeepWiki(Github文档生成): https://deepwiki.org/
• Adrenaline(代码库解析): https://useadrenaline.com/
• Poe(聚合): https://poe.com/
• Consensus(AI-powered academic search engine): https://consensus.app/

其它

• Google’s Wordcraft: https://analyticsindiamag.com/google-introduces-wordcraft-a-human-ai-collaborative-editor-for-story-writing/
• Prompt-Engineering-Guide: https://github.com/dair-ai/Prompt-Engineering-Guide
• DeepMind: https://www.deepmind.com
• AlphaGo(DeepMind): https://www.deepmind.com/research/highlighted-research/alphago
• 弈心(五子棋人工智能程序): https://www.aiexp.info/pages/yixin-cn.html
• Gomocup - the Gomoku AI Tournament: https://gomocup.org/