diff --git a/README.en.md b/README.en.md new file mode 100644 index 0000000..7d1dd43 --- /dev/null +++ b/README.en.md @@ -0,0 +1,359 @@ +

+ Hands on LLMs +

+ +
+ + ![GitHub stars][img_github_stars] + ![GitHub forks][img_github_forks] + ![GitHub watchers][img_github_watchers] + ![GitHub repo size][img_github_size] + ![GitHub last commit][img_github_last_commit] + +
+ + **多平台同步与生态收录** + + 本项目不仅在 GitHub 持续迭代，也已同步入驻 [AtomGit][ref_atomgit] 开源社区（[![AtomGit Star][img_atomgit_star]][ref_atomgit]）。 + 同时，我们很荣幸被 [ShyPD AI Tools][ref_shypd] 收录，与众多优秀的 AI 工具共同探索前沿技术。 + +
+ +# 📌 动手做大模型系列 + +如果你在实操的过程中遇到问题，请在对应的视频下方留言。 +复现遇到bug，请描述： +1. 运行环境 +2. 对应的代码、日志和报错截图 + +💬 如果你有好玩的想法，欢迎来找我聊聊： +[![Feishu][img_feishu]][ref_feishu] + +> 如果你不太了解如何提出一个好问题，请花几分钟阅读一下这个，相信我，可能并不能改变什么（不是）。 +> [How-To-Ask-Questions-The-Smart-Way][ref_how_to_ask] + +--- + +### 📑 快速导航 +- [1. Agent 智能体系统](#-1-agent-智能体系统) +- [2. 大模型核心技术](#-2-大模型核心技术) +- [3. 动手加入开源](#-3-动手加入开源) +- [4. 模块知识专题系列](#-4-模块知识专题系列) +- [5. 不着调的 AI 项目](#-5-不着调的-ai-项目) +- [6. 番外篇](#-6-番外篇) + +--- + +## 📒 1. Agent 智能体系统 +> 探索 Agent 架构设计与系统落地，最新连载中... + +| 序号 | 项目 | 代码文档 | 视频教程 | 时长 | +| :--- | :--- | :--- | :--- | :--- | +| 3 | 用户沙箱agent系统 | [文档][ref_agent_3_doc] | [![bilibili][img_agent_3_bili]][ref_agent_3_bili] [![youtube][img_agent_3_yt]][ref_agent_3_yt] | 18:52 | +| 2 | AI记忆与上下文 | [文档][ref_agent_2_doc] | [![bilibili][img_agent_2_bili]][ref_agent_2_bili] [![youtube][img_agent_2_yt]][ref_agent_2_yt] | 26:43 | +| 1 | Agent 服务架构设计 | [文档][ref_agent_1_doc] | [![bilibili][img_agent_1_bili]][ref_agent_1_bili] [![youtube][img_agent_1_yt]][ref_agent_1_yt] | 7:32 | + +## 💡 2. 大模型核心技术 +> 涵盖大模型微调、部署、RAG、工作流等核心实战。 + +| 序号 | 项目 | 代码文档 | 视频教程 | 时长 | +| :--- | :--- | :--- | :--- | :--- | +| 21 | fastmcp 实现mcp服务端和客户端 | [文档](#) | [![bilibili][img_llm_21_bili]][ref_llm_21_bili] [![youtube][img_llm_21_yt]][ref_llm_21_yt] | 26:01 | +| 20 | langfuse llm服务监控平台 | [文档][ref_llm_20_doc] | [![bilibili][img_llm_20_bili]][ref_llm_20_bili] [![youtube][img_llm_20_yt]][ref_llm_20_yt] | 26:15 | +| 19 | 构建高效RAG知识库 | [文档][ref_llm_19_doc] | [![bilibili][img_llm_19_bili]][ref_llm_19_bili] [![youtube][img_llm_19_yt]][ref_llm_19_yt] | 37:41 | + +
+点击展开查看往期 1~18 期内容 + +| 序号 | 项目 | 代码文档 | 视频教程 | 时长 | +| :--- | :--- | :--- | :--- | :--- | +| 18 | milvus向量数据库 | [文档][ref_llm_18_doc] | [![bilibili][img_llm_18_bili]][ref_llm_18_bili] [![youtube][img_llm_18_yt]][ref_llm_18_yt] | 28:13 | +| 17 | tool-call原理及极简browser-use实现 | [文档][ref_llm_17_doc] | [![bilibili][img_llm_17_bili]][ref_llm_17_bili] [![youtube][img_llm_17_yt]][ref_llm_17_yt] | 14:47 | +| 16 | deepseek-r1模型微调和训练数据构造 | [文档][ref_llm_16_doc] | [![bilibili][img_llm_16_bili]][ref_llm_16_bili] [![youtube][img_llm_16_yt]][ref_llm_16_yt] | 14:01 | +| 15 | rpa自动化结合LLM workflow | [文档][ref_llm_15_doc] | [![bilibili][img_llm_15_bili]][ref_llm_15_bili] [![youtube][img_llm_15_yt]][ref_llm_15_yt] | 13:20 | +| 14 | dify实现Agent和LLM Workflow | [文档][ref_llm_14_doc] | [![bilibili][img_llm_14_bili]][ref_llm_14_bili] [![youtube][img_llm_14_yt]][ref_llm_14_yt] | 59:23 | +| 13 | AI算法项目开发流程及实例 | [文档][ref_llm_13_doc] | [![bilibili][img_llm_13_bili]][ref_llm_13_bili] [![youtube][img_llm_13_yt]][ref_llm_13_yt] | 34:43 | +| 12 | AI标注流程及label studio框架 | [文档][ref_llm_12_doc] | [![bilibili][img_llm_12_bili]][ref_llm_12_bili] [![youtube][img_llm_12_yt]][ref_llm_12_yt] | 20:00 | +| 11 | 大模型算法岗非技术答疑 | [文档][ref_llm_11_doc] | [![bilibili][img_llm_11_bili]][ref_llm_11_bili] [![youtube][img_llm_11_yt]][ref_llm_11_yt] | 16:00 | +| 10 | 大模型学习路径及面试 | [文档][ref_llm_10_doc] | [![bilibili][img_llm_10_bili]][ref_llm_10_bili] [![youtube][img_llm_10_yt]][ref_llm_10_yt] | 25:01 | +| 9 | function-calling 自动发邮件 | [文档][ref_llm_09_doc] | [![bilibili][img_llm_09_bili]][ref_llm_09_bili] [![youtube][img_llm_09_yt]][ref_llm_09_yt] | 23:10 | +| 8 | mkdocs+readthedocs部署项目文档 | [文档][ref_llm_08_doc] | [![bilibili][img_llm_08_bili]][ref_llm_08_bili] [![youtube][img_llm_08_yt]][ref_llm_08_yt] | 11:25 | +| 7 | graph-rag本地部署 | [文档][ref_llm_07_doc] | [![bilibili][img_llm_07_bili]][ref_llm_07_bili] [![youtube][img_llm_07_yt]][ref_llm_07_yt] | 23:23 | +| 6 | llama-index实现RAG | [文档][ref_llm_06_doc] | [![bilibili][img_llm_06_bili]][ref_llm_06_bili] [![youtube][img_llm_06_yt]][ref_llm_06_yt] | 21:48 | +| 5 | vllm部署工具及paged attention | [文档][ref_llm_05_doc] | [![bilibili][img_llm_05_bili]][ref_llm_05_bili] [![youtube][img_llm_05_yt]][ref_llm_05_yt] | 40:28 | +| 4 | ollama大模型部署工具介绍 | [文档][ref_llm_04_doc] | [![bilibili][img_llm_04_bili]][ref_llm_04_bili] [![youtube][img_llm_04_yt]][ref_llm_04_yt] | 21:28 | +| 3 | llama.cpp进行轻量化部署和量化 | [文档][ref_llm_03_doc] | [![bilibili][img_llm_03_bili]][ref_llm_03_bili] [![youtube][img_llm_03_yt]][ref_llm_03_yt] | 46:37 | +| 2 | 训练数据整理以及微调优化建议 | [文档][ref_llm_02_doc] | [![bilibili][img_llm_02_bili]][ref_llm_02_bili] [![youtube][img_llm_02_yt]][ref_llm_02_yt] | 20:13 | +| 1 | 使用llama-factory微调llama3 | [文档][ref_llm_01_doc] | [![bilibili][img_llm_01_bili]][ref_llm_01_bili] [![youtube][img_llm_01_yt]][ref_llm_01_yt] | 35:28 | + +
+ +## 🛠️ 3. 动手加入开源 +> 主要讲开源项目规范的一些内容。 + +| 序号 | 项目 | 代码文档 | 视频教程 | 时长 | +| :--- | :--- | :--- | :--- | :--- | +| 4 | 代码测试：pytest | [文档][ref_opensource_4_doc] | [![bilibili][img_opensource_4_bili]][ref_opensource_4_bili] [![youtube][img_opensource_4_yt]][ref_opensource_4_yt] | 11:21 | +| 3 | 代码提交检查：pre-commit | [文档][ref_opensource_3_doc] | [![bilibili][img_opensource_3_bili]][ref_opensource_3_bili] [![youtube][img_opensource_3_yt]][ref_opensource_3_yt] | 11:21 | +| 2 | python工程实践 · 代码规范：ruff | [文档][ref_opensource_2_doc] | [![bilibili][img_opensource_2_bili]][ref_opensource_2_bili] [![youtube][img_opensource_2_yt]][ref_opensource_2_yt] | 21:50 | +| 1 | python工程实践 · 依赖管理：uv | [文档][ref_opensource_1_doc] | [![bilibili][img_opensource_1_bili]][ref_opensource_1_bili] [![youtube][img_opensource_1_yt]][ref_opensource_1_yt] | 24:11 | + +## 📦 4. 模块知识专题系列 +> 专题系列会以多个视频介绍同一个主题，分P的形式展示，即共用一个视频链接。 + +| 序号 | 项目 | 代码文档 | 视频教程 | 时长 | +| :--- | :--- | :--- | :--- | :--- | +| 3 | docker 容器化部署（已完结）| [文档][ref_module_3_doc] | [![bilibili][img_module_3_bili]][ref_module_3_bili] [![youtube][img_module_3_yt]][ref_module_3_yt] | 62:59 | +| 2 | gradio 使用python构建并分享AI应用（已完结） | [文档][ref_module_2_doc] | [![bilibili][img_module_2_bili]][ref_module_2_bili] [![youtube][img_module_2_yt]][ref_module_2_yt] | 70:51 | +| 1 | kaggle 大模型竞赛系列（更新至01期） | [文档][ref_module_1_doc] | [![bilibili][img_module_1_bili]][ref_module_1_bili] [![youtube][img_module_1_yt]][ref_module_1_yt] | 25:41 | + +## 🚀 5. 不着调的 AI 项目 +> 将一些脑洞大开的点子落地成 AI 项目的不着调专题。 + +| 序号 | 项目 | 代码文档 | 视频教程 | 时长 | +| :--- | :--- | :--- | :--- | :--- | +| 3 | 猎空: LLM+微信自动化资讯机器人 | [tracer][ref_project_3_doc] | [![bilibili][img_project_3_bili]][ref_project_3_bili] [![youtube][img_project_3_yt]][ref_project_3_yt] | 15:11 | +| 2 | 听舒: 换声引擎-用作者的声音读自传 | [tingshu][ref_project_2_doc] | [![bilibili][img_project_2_bili]][ref_project_2_bili] [![youtube][img_project_2_yt]][ref_project_2_yt] | 4:16 | +| 1 | D.Va: 基于deepseek优化的端到端多人播客工具 | [d.va][ref_project_1_doc] | [![bilibili][img_project_1_bili]][ref_project_1_bili] [![youtube][img_project_1_yt]][ref_project_1_yt] | 13:42 | + +## 🎈 6. 番外篇 +> 懒得分类的技术合集。 + +| 序号 | 项目 | 代码文档 | 视频教程 | 时长 | +| :--- | :--- | :--- | :--- | :--- | +| 1 | B站实现动态转发抽奖 | [文档][ref_extra_1_doc] | [![bilibili][img_extra_1_bili]][ref_extra_1_bili] [![youtube][img_extra_1_yt]][ref_extra_1_yt] | 4:40 | + +--- + + + + +[img_github_stars]: https://img.shields.io/github/stars/echonoshy/cgft-llm?style=flat-square +[img_github_forks]: https://img.shields.io/github/forks/echonoshy/cgft-llm?style=flat-square +[img_github_watchers]: https://img.shields.io/github/watchers/echonoshy/cgft-llm?style=flat-square +[img_github_size]: https://img.shields.io/github/repo-size/echonoshy/cgft-llm?style=flat-square +[img_github_last_commit]: https://img.shields.io/github/last-commit/echonoshy/cgft-llm?style=flat-square&color=red +[img_atomgit_star]: https://atomgit.com/echonoshy/cgft-llm/star/badge.svg +[ref_atomgit]: https://atomgit.com/echonoshy/cgft-llm +[ref_shypd]: https://shypd.ai/tools/cgft-llm + + +[img_feishu]: https://img.shields.io/badge/%E9%A3%9E%E4%B9%A6-%E9%AD%94%E7%8E%8B%E5%A4%A7%E4%BA%BA%E7%94%B3%E8%AF%B7%E6%B7%BB%E5%8A%A0%E4%BD%A0%E4%B8%BA%E8%81%94%E7%B3%BB%E4%BA%BA-00D6B9?style=flat-square +[ref_feishu]: https://www.feishu.cn/invitation/page/add_contact/?token=7c0pc01a-60b9-4c7e-bcc4-ed5a2cab4625 +[ref_how_to_ask]: https://github.com/ryanhanwu/How-To-Ask-Questions-The-Smart-Way/blob/main/README-zh_CN.md + + +[img_agent_3_bili]: https://img.shields.io/badge/dynamic/json?label=B%E7%AB%99&style=social&logo=bilibili&query=data.stat.view&url=https%3A%2F%2Fapi.bilibili.com%2Fx%2Fweb-interface%2Fview%3Fbvid%3DBV1TqRvB7E31 +[img_agent_3_yt]: https://img.shields.io/youtube/views/zpcU3JKKXF4?style=social +[ref_agent_3_doc]: https://echonoshy.github.io/ripple/pages/agent-system-architecture.html +[ref_agent_3_bili]: https://www.bilibili.com/video/BV1TqRvB7E31 +[ref_agent_3_yt]: 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