人工智能

catalog

• ChatGPT
• Prompt
• ML
• NLP
• LLMs
• AIGC
• Wolfram

reference

• 🌈通往 AGC 之路
• 高军 AI 日报 👉🏻 🐙

  《高军 AI 日报》： 每天花 1 分钟时间，获取精选的前沿 AI 信息。内容涵盖但不限于 前沿 AI 资讯、AI 工具、AI 绘画、开源项目和学习教程 等等。

• Datawhale
• AI tools
• AI Graveyard

  The wasteland of discontinued and dead AI projects. 失败和废弃的 AI 项目

• AI 工具集
• awesome-ai-painting

  AI绘画资料合集（包含国内外可使用平台、使用教程、参数教程、部署教程、业界新闻等等） stable diffusion tutorial、disco diffusion tutorial、 AI Platform

---

• 💯 Pinokio 👉🏻 🐙

  Pinokio is a browser that lets you install, run, and programmatically control ANY application, automatically.

• 最懂程序员的新一代 AI 搜索引擎 👉🏻 🐙

concept

abbr	full	description
NLP	Natural Language Processing	自然语言处理
LLMs	Large Language Models	大语言模型
GLM	General Language Model	通用语言模型
LoRA	Low-Rank Adaptation of Large Language Models	大语言模型的低阶适应
BERT	Bidirectional Encoder Representations from Transformers	基于大规模无监督预训练的双向表示法
GPT	Generative Pre-trained Transformer	生成式预训练语言模型
LLaMA	Large Language Model Meta AI	facebook 大语言模型
RNN	Recurrent Neural Network	循环神经网络
CNN	Convolutional Neural Network	卷积神经网络
ELMO	Embeddings from Language Models
SA	Self-Attention	自注意力机制
F-FNN	Feed-Forward Neural Networks	前向神经网络
RC	Residual Connection	残差连接
MLM	Masked Language Model	掩码语言模型
NSP	Next Sentence Prediction	下一句预测
POS	Part of Speech	词性
TF	Term Frequency	词频
SW	Stop Words	停用词
IDF	Inverse Document Frequency	逆文档频率
FT	Fine Tuning	微调

community

• HuggingFace - 抱抱脸
• ModelScope - 魔搭平台

TensorFlow vs PyTorch vs Jax

• TensorFlow

  An Open Source Machine Learning Framework for Everyone

• PyTorch

  Tensors and Dynamic neural networks in Python with strong GPU acceleration

• Jax

  Composable transformations of Python+NumPy programs: differentiate, vectorize, JIT to GPU/TPU, and more

Transformer vs RNN vs CNN

• Transformer : (Multi-Head Attention) 多头自注意力机制

  特色 : 自然语言处理

• RNN : 循环神经网络

  特色 : 处理序列数据和时序关系

• CNN : 卷积神经网络

  特色 : 处理网格数据(如: 图像处理)

GUI

• ComfyUI

  The most powerful and modular stable diffusion GUI, api and backend with a graph/nodes interface.

• Streamlit

  Streamlit — A faster way to build and share data apps.

• Gradio

  Create UIs for your machine learning model in Python in 3 minutes

• Stable Diffusion web UI

  A browser interface based on Gradio library for Stable Diffusion.

• Reflex

  (Previously Pynecone) 🕸 Web apps in pure Python 🐍

tools

• Transformers

  🤗 Transformers: State-of-the-art Machine Learning for Pytorch, TensorFlow, and JAX. 为 Jax、PyTorch 和 TensorFlow 打造的先进的自然语言处理

• ModelScope

  ModelScope: bring the notion of Model-as-a-Service to life.

• LoRA

  Code for loralib, an implementation of "LoRA: Low-Rank Adaptation of Large Language Models"

• LangChain

  ⚡ Building applications with LLMs through composability ⚡

• embedchain

  Framework to easily create LLM powered bots over any dataset.

• Lightning

  Deep learning framework to train, deploy, and ship AI products Lightning fast.

• Semantic Kernel

  Integrate cutting-edge LLM technology quickly and easily into your apps

• guidance

  A guidance language for controlling large language models.

• oumi-ai 👉🏻 🐙

  Everything you need to build state-of-the-art foundation models, end-to-end.

• ai 👉🏻 🐙

  The AI Toolkit for TypeScript. From the creators of Next.js, the AI SDK is a free open-source library for building AI-powered applications and agents

tutorial

• Microsoft - ML-For-Beginners

  12 weeks, 26 lessons, 52 quizzes, classic Machine Learning for all

• Ali - 人工智能学习路线
• course.fast.ai
• 2023-06-06 从零开始学LangChain
• 2023-05-25 通过抬杠，了解文本摘要的实现原理
• 2023-05-20 快来尝试你的第一个AI程序