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

• 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

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/

通用型聊天机器人

• ChatGPT(OpenAI): https://chat.openai.com/
• DeepSeek(深度求索): https://www.deepseek.com/
• Kimi(月之暗面): https://kimi.moonshot.cn/
• 通义千问: https://www.tongyi.com/
• Claude(Anthropic): https://claude.ai/
• Llama(Meta): https://www.llama.com/
• gemini(Google): https://gemini.google.com/

基于大模型的衍生产品

• OpenRouter(大模型统一接口): https://openrouter.ai/
• Ollama(在本地机器上便捷部署和运行大型语言模型): https://github.com/ollama/ollama
• chatbox: https://github.com/Bin-Huang/chatbox
• Devin(AI合作伙伴): https://devin.ai/

• 模型对比: https://nat.dev/

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

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

• Transformers: (提供了数以千计的预训练模型，支持 100 多种语言的文本分类、信息抽取、问答、摘要、翻译、文本生成。它的宗旨是让最先进的 NLP 技术人人易用): https://github.com/huggingface/transformers/blob/main/README_zh-hans.md

• ArtHub: https://arthub.ai/

• Civitai: https://civitai.com/

• DeepMind: https://www.deepmind.com

• AlphaGo(DeepMind): https://www.deepmind.com/research/highlighted-research/alphago

• Stability AI: https://stability.ai/
• 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: 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
• Opus.ai(文本创建3D): https://opus.ai/
• playgroundai: https://playgroundai.com/
• DaVinci: https://github.com/microsoft/DaVinci
• OpenRead(AI读论文): https://www.openread.academy/
• ResearchFlow: https://rflow.ai/
• DeepL(AI翻译):https://www.deepl.com/translator
• Synthesia（文本生成视频）https://www.synthesia.io/
• 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/
• khroma(AI配色):https://www.khroma.co/
• AI Colors: https://aicolors.co/
• AIVA(音乐创作): https://www.aiva.ai/
• fireflies(文本转语音): https://fireflies.ai/
• 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/

AI编程辅助

• Cursor: https://www.cursor.com/
• Trae(字节跳动, AI IDE): https://www.trae.ai/
• cline: https://github.com/cline/cline
• Roo-Code: https://github.com/RooVetGit/Roo-Code
• Copilot: https://github.com/copilot/
• Github Next: https://githubnext.com/

• Codeium(Windsurf独立应用以及Codeium插件): https://codeium.com/

• 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/

• 通义灵码(阿里巴巴): https://lingma.aliyun.com/lingma
• 豆包MarsCode(字节跳动): https://www.marscode.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: 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/

多模态AI Agent

• Agent TARS(字节跳动, 多模态AI Agent): https://agenttars.ai/
• Manus(通用AI Agent): https://manus.im/

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