# 深度学习

**Repository Path**: edu2act/course-deep-learning-advanced

## Basic Information

- **Project Name**: 深度学习
- **Description**: 智能软件开发方向，《深度学习》课程仓库
- **Primary Language**: Unknown
- **License**: Not specified
- **Default Branch**: master
- **Homepage**: None
- **GVP Project**: No

## Statistics

- **Stars**: 0
- **Forks**: 1
- **Created**: 2021-08-19
- **Last Updated**: 2022-10-07

## Categories & Tags

**Categories**: Uncategorized

**Tags**: None

## README

![](./images/logo.png)

# course-deep-learning-advanced

* [课程大纲](./docs/深度学习教学大纲.docx)
* [进度计划](./docs/深度学习教学进度表.docx)

## 课程内容 ##

1. [初识深度学习](./ch01-overview/ch01-overview.ipynb)
2. [Rosenblatt感知器](./ch02-rosenblatt_perceptron/ch02-rosenblatt_perceptron.ipynb)
3. [最小均方法](./ch03-minimum_mean_method/ch03-minimum_mean_method.ipynb)
4. [反向传播算法](./ch04-back_propagation_algorithm/ch04-back_propagation_algorithm.pdf)
5. [输出层与代价函数](./ch05-output_layer_and_loss_functions/ch05-output_layer_and_loss_functions.pdf)
6. [自编码器](./ch06-autoencoder/ch06-autoencoder.pdf)
7. [卷积神经网络一](./ch07-convolutional_neural_network_1/ch07-convolutional_neural_network_1.pdf)
8. [卷积神经网络二](./ch08-convolutional_neural_network_2/ch08-convolutional_neural_network_2.pdf)
9. [卷积神经网络三](./ch09-convolutional_neural_network_3/ch09-convolutional_neural_network_3.pdf)
10. [深度学习中的正则化](./ch10-regularization_for_deep_learning/ch10-regularization_for_deep_learning.pdf)
11. [深度学习中的优化](./ch11-optimization_for_training_deep_models/ch11-optimization_for_training_deep_models.pdf)
12. [经典神经网络模型（一）](./ch12-classical_model_1/ch12-classical_model_1.pdf)
13. [经典神经网络模型（二）](./ch13-classical_model_2/ch13-classical_model_2.pdf)
14. [目标检测](./ch14-object_detection/ch14-object_detection.pdf)
15. [循环神经网络](./ch15-recurrent_neural_network/ch15-recurrent_neural_network.pdf)