# todo
excel 手搓 transformer (opens new window)
AI模型训练到底在训练什么? (opens new window)
图解深度学习 - 数据蒸馏和知识蒸馏 Data Distillation (opens new window)
Model Distillation 终于把神经网络中的知识蒸馏搞懂了!! (opens new window)
终于有人将深度学习中重点做成了动画 (opens new window)
一饭封神:一个基于 AI 的智能菜谱生成平台,支持中华八大菜系 + 国际料理,提供营养分析、酒水推荐、菜谱效果图生成等全方位烹饪指导。 (opens new window)
AI首席情报官 Wiseflow (opens new window)
保姆级教程~本地微调DeepSeek-R1-8b模型 (opens new window)
Axolotl微调Qwen2-7b开源大模型!AutoGen+Marker自动生成数据集!AutoGen Studio+GPT4评估Qwen2文章能力 (opens new window)
rtvi-ai + pipecat https://github.com/rtvi-ai https://github.com/pipecat-ai/pipecat
我让AI当黑客!基于DeepSeek+ollama的网安神器开发实录,效率提升300% (opens new window)
Aider + Claude + Invoke + Udio :从头到尾使用 AI 创建游戏!(音乐、代码、动画) (opens new window)
LLM在金融交易领域的实际应用:FinRobot开源平台的创新突破 (opens new window)
Restoration for TEMPEST images using deep-learning (opens new window)
多模态 multimodal Mini-Omni: Language Models Can Hear, Talk While Thinking in Streaming (opens new window)
API脚本
API管理分发
思考过程脚本:
// Before proceeding, ensure you're using Python 3.11 to avoid compatibility issues.
pip install open-webui
open-webui serve //Running on http://0.0.0.0:8080
Setting:
- Enable Web Search Engine
- Connections
- OpenAI API
- https://groq.com/
- https://build.nvidia.com/
- 硅基流动API官网:https://cloud.siliconflow.cn/i/jPI17VGX
- 火山方舟API官网:https://console.volcengine.com
- 阿里百炼API官网:https://www.aliyun.com/product/bailian
- 深度求索API官网:https://platform.deepseek.com
- Ollama API
- http://localhost:11434
- OpenAI API
desktop
- cherry-ai (opens new window) 没有联网搜索功能,不过其中小程序如秘塔搜索使用了满血的deepseek可以补足
brower Extension
- Page Assist
# 基础
# Protocol
Model Context Protocol vs Function Calling:
Model Context Protocol Clearly Explained (opens new window)
Sample MCP client (opens new window) Google maps MCP server (opens new window) MCP Schema (opens new window) Simple tool, resource, prompt servers (opens new window) Example servers (opens new window) MCP inspector (postman like tool) (opens new window)
# 私人部署
- 推理框架 允许开发人员轻松地在本地部署和运行 LLM
- AI 应用开发平台 提供了一套完整的工具和 API,用于构建、管理和部署 AI 应用
https://mp.weixin.qq.com/s/iwsSKjGloNe7SCM4-5nzDA
# NextJS+Vercel
https://sdk.vercel.ai/
https://www.youtube.com/watch?v=5_JT9H8j1Us https://github.com/a-bit-of-saas/examples/tree/main/next/chat-gpt?ref=ethanmick.com
# FastGPT
代理方案:
- nginx 方案 - 需要一台国外服务器 (商用)
- sealos nginx 方案 -(约等于不用钱,不需要额外准备任何东西) labring/FastGPT/blob/main/docs/deploy/proxy/sealos.md
- vercel反向代理(完全免费,github,google等,万能代理,免费100G流量) gaboolic/vercel-reverse-proxy
- cloudflare 方案 - 需要有域名(每日免费 10w 次代理请求) zhuanlan.zhihu.com/p/622765456
- clash 方案 - 仅需一台服务器(需要有 clash) labring/FastGPT/blob/main/docs/deploy/proxy/clash.md
https://github.com/labring/FastGPT 支持 sealos 、one-api(one-api:OpenAI 接口管理 & 分发系统,支持多种渠道包括 Azure,可用于二次分发管理 key, Docker 镜像,一键部署,开箱即用 https://github.com/songquanpeng/one-api)
github.com/Yidadaa/ChatGPT-Next-Web (opens new window) 支持vercel免费一键部署
# NAS gpt
https://mariushosting.com/how-to-install-chat-with-gpt-on-your-synology-nas/
https://cloud.tencent.com/developer/article/2312981
# 个人知识库 local rag
- chatpgt GPTs
- 数据库助手 https://github.com/panosperi/superduperdb
# 去中心 web3+AI
https://github.com/OrbisWeb3/orbis-chat-gpt
https://www.gizatech.xyz/ https://www.youtube.com/watch?v=BHdP5oSISQE
# 自动化
Drag & drop UI to build your customized LLM flow https://github.com/FlowiseAI/Flowise
# community
开源 huggingface https://huggingface.co/
https://latentbox.com/en
# 原理学习
https://github.com/naklecha/llama3-from-scratch
https://github.com/karpathy/LLM101n
可视化 https://github.com/bbycroft/llm-viz
# 按模型分
# LLM - Large Language Models
- 开源
- LangChain
- LlamaIndex
- 手机上运行 https://h2o.ai/platform/danube/
- 闭源
- chatgpt
- claude
# Large Vision Models (LVM)
# Text to image model
Stable Diffusion model Stream Diffusion https://github.com/cumulo-autumn/StreamDiffusion https://colab.research.google.com/github/hewis123/stream-d/blob/main/Untitled2.ipynb
# ROBOT
# 按平台分类
ChatGPT
GOOGLE Bard
Cloudflare Workers AI https://mp.weixin.qq.com/s/R1m7IMUfHq53yEe-b9cjlA
# 按应用分类
# BOT
https://www.coze.com/ 使用扣子Coze——你想给你的抖音搭建一个24小时营业的机器人吗? https://mp.weixin.qq.com/s/GZXfoTRROP15ZKf8GP0cug
# 图像增强
Demofusion
# 图片生成
- Dalle3
- Bing上的GPT-4V 完全免费使用gpt-4最新的多模态和最强图片生成模型 https://mp.weixin.qq.com/s/MNIZCA9pxyXobA3VVEOEqQ
logo制作: https://www.uugai.com/
https://logodiffusion.com/
# 标题/文案
https://duozhongcao.com/ https://www.jasper.ai/
https://hix.ai/
https://mymap.ai/
# PPT
MotionGo是必优科技(原口袋动画团队)全新升级的一款PPT动画插件,兼容WPS和office软件,轻量级产品,让PPT动效表达更专业。 https://motion.yoo-ai.com/?viaurl=ainavpro.com
https://www.beautiful.ai/
https://gamma.app/?lng=en
# 2D => 3D, 3D建模
https://convert.leiapix.com/ https://lumalabs.ai/interactive-scenes
# 市场分析
transform your product knowledge into a detailed Ideal Customer Profile https://m1-project.com
# 家居设计
https://collov.ai/
# 按领域分
# 安全渗透
https://github.com/hackerai-tech/PentestGPT
# 软件
# 开发
A framework to enable multimodal models to operate a computer (opens new window) 指令爬虫 (opens new window)
GitHub Copilot Workspace
编程助手 codey
OpenAI's Code Interpreter open-interpreter https://github.com/lyhistory/tools_aigc_open-interpreter
Draw a ui and make it real https://github.com/tldraw/make-real
生成网站: https://typedream.com/
# GPT+DB
An intelligent and versatile general-purpose SQL client and reporting tool for databases which integrates ChatGPT capabilities.(智能的通用数据库SQL客户端和报表工具) https://github.com/chat2db/Chat2DB
# GPT GAMES World
虚拟世界的人 Generative Agents: Interactive Simulacra of Human Behavior https://github.com/joonspk-research/generative_agents
# todo
https://creatorkit.com/ OpenDAN Open-source Private AI OS https://www.opendan.ai/
从0实现网络安全“小”模型.md https://mp.weixin.qq.com/s/XyMmMl_XDithOt7gsW5qeA
新手用ChatGPT仅需数小时轻松构建零日漏洞,69家专业公司都检测不出来:“不仅能调用开源库,还能彻底重写源代码” https://mp.weixin.qq.com/s/iY4sG9TFC0kOi7xTdJttTw
一名大四学生如何用ChatGPT月入6.4万美元 https://mp.weixin.qq.com/s/Tig_bNbnclZGmtK4uvMkbg
Chatbase.co
Segment Anything Model (SAM) https://mp.weixin.qq.com/s/-LWG3rOz60VWiwdYG3iaWQ
格斗之王!AI写出来的AI竟然这么强!#拳皇#街头霸王#AI#强化学习
生成礼物建议。比如,母亲节快到了,该送什么礼物给你的妈妈,你可以到这个网站上描述你的需求,然后系统便会调用 AI 接口生成礼物建议。 https://gen.gifts/
Winglang,一门AI时代的全新编程语言 https://mp.weixin.qq.com/s/43k6Flpj5RhfT3MOxbF4aQ
1.安全方面: 给出私钥 给出某个网站的可利用漏洞 给出waf后的真实ip
2.趋势 给出问的最多的问题 给出中国用户最关心的问题
3.钱 给出最好的投资机会