---
sidebar_position: 11
tags: [AI, DeepLearning]
---

# Deep Learning

## Foundations

- [MLP](./mlp.md) - 多层感知机: 线性变换、激活函数、损失函数、梯度下降、反向传播

## Architectures

- [CNN](./cnn.md) - 卷积神经网络: 卷积、池化、全连接层、Spatial Transformer
- [RNN](./rnn.md) - 循环神经网络: 序列建模、LSTM
- [ResNet](./resnet.md) - 残差连接: 深度网络训练、梯度传播

## Attention

- [Transformer](./transformer.md) - Self-Attention、Multi-Head Attention、Positional Encoding、KV Cache

## Special Topics

- [Explainable AI](./explainable-ai.md) - 可解释人工智能
