机器学习与人工智能学习之路

本篇文章汇总了机器学习与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，适合机器学习与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/
• 万知: https://www.wanzhi.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/

MCP(Model Context Protocol，模型上下文协议)

• Awesome MCP Servers: https://mcpservers.org/
• Chrome MCP Server: https://github.com/hangwin/mcp-chrome

Skills

• The Open Agent Skills Ecosystem: https://skills.sh/
• Agent Skills Marketplace: https://skillsmp.com
• find-skills: https://skills.sh/vercel-labs/skills/find-skills

AI编程辅助

• Kiro: https://kiro.dev/
• Cursor: https://www.cursor.com/
• Claude Code(Anthropic): https://code.claude.com/docs/en/overview
• Extend Claude Code(Understand when to use CLAUDE.md, Skills, subagents, hooks, MCP, and plugins): https://code.claude.com/docs/en/features-overview
• 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/
• Github Next: https://githubnext.com/
• Windsurf: https://windsurf.com/

• 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/

AI设计

• Stability AI: https://stability.ai/
• UI UX Pro Max: https://uupm.cc/
• 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

• 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/

• 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

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

• AiPPT(AI创作PPT): https://www.aippt.cn/

• COZE(扣子空间): https://www.coze.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

基于大模型的衍生产品

• OpenClaw(通过聊天工具控制智能体): https://openclaw.ai/
• OpenRouter(大模型统一接口): https://openrouter.ai/
• Ollama(在本地运行大模型): https://ollama.com/
• chatbox(集成各个大模型的桌面代理): https://github.com/Bin-Huang/chatbox
• 模型对比: https://arena.ai/zh/leaderboard/

• Awesome ChatGPT Prompts: https://github.com/f/awesome-chatgpt-prompts

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

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

• OpenRead(AI读论文): https://www.openread.academy/
• ResearchFlow: https://rflow.ai/
• DeepL(AI翻译):https://www.deepl.com/translator
• 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/

• 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