Home

gentlesnow

07 Nov 2018

【DL】5.1 循环序列模型

1.1
序列数据(sequence data)
speech recognition
music generation
sentiment classification
DNA sequence analysis
Machine translation
video activity recognition
name entity recognition

使用标签(X, Y)作为训练集的监督学习。

1.2
one-hot
语料库

1.3
循环神经网络(RNN)
双向循环神经网络(BRNN)
神经网络的前向传播
Forward Propagation
Simplified RNN notation

1.4
反向传播网络
Forward propagation and backpropagation

1.5
不同类型的RNN
1.many to many
2.many to one
3.one to many 音乐生成、序列生成 4.many to many(x,y长度不同)

1.6 语言模型和序列生成

Til next time,
gentlesnow at 10:15

scribble