【文件属性】：
文件名称：Bengio Deep Learning 深度学习 高清中文版
文件大小：26.97MB
文件格式：ZIP
更新时间：2021-01-15 03:03:42
Bengio Deep Learning 深度学习 中文版
Bengio Deep Learning 深度学习 高清中文版
其目录如下：
Table of Contents
Acknowledgements
Notation
1 Introduction
Part I: Applied Math and Machine Learning Basics
2 Linear Algebra
3 Probability and Information Theory
4 Numerical Computation
5 Machine Learning Basics
Part II: Modern Practical Deep Networks
6 Deep Feedforward Networks
7 Regularization
8 Optimization for Training Deep Models
9 Convolutional Networks
10 Sequence Modeling: Recurrent and Recursive Nets
11 Practical Methodology
12 Applications
Part III: Deep Learning Research
13 Linear Factor Models
14 Autoencoders
15 Representation Learning
16 Structured Probabilistic Models for Deep Learning
17 Monte Carlo Methods
18 Confronting the Partition Function
19 Approximate Inference
20 Deep Generative Models
Bibliography
Index