# MachineLearning-1

**Repository Path**: LiuTianyong/MachineLearning-1

## Basic Information

- **Project Name**: MachineLearning-1
- **Description**: 机器学习研究
- **Primary Language**: Unknown
- **License**: Not specified
- **Default Branch**: master
- **Homepage**: None
- **GVP Project**: No

## Statistics

- **Stars**: 0
- **Forks**: 0
- **Created**: 2020-02-21
- **Last Updated**: 2020-12-20

## Categories & Tags

**Categories**: Uncategorized

**Tags**: None

## README

# 机器学习研究
## 深度学习
### Keras(整理自《python深度学习》)
#### wiki列表
* [Keras深度学习实践1—Keras介绍和“Hello-world”](https://github.com/ubwshook/MachineLearning/wiki/Keras%E6%B7%B1%E5%BA%A6%E5%AD%A6%E4%B9%A0%E5%AE%9E%E8%B7%B51%E2%80%94Keras%E4%BB%8B%E7%BB%8D%E5%92%8C%E2%80%9CHello-world%E2%80%9D)
* [Keras深度学习实践2—二分类、多分类和标量回归问题简单实现](https://github.com/ubwshook/MachineLearning/wiki/Keras%E6%B7%B1%E5%BA%A6%E5%AD%A6%E4%B9%A0%E5%AE%9E%E8%B7%B52%E2%80%94%E4%BA%8C%E5%88%86%E7%B1%BB%E3%80%81%E5%A4%9A%E5%88%86%E7%B1%BB%E5%92%8C%E6%A0%87%E9%87%8F%E5%9B%9E%E5%BD%92%E9%97%AE%E9%A2%98%E7%AE%80%E5%8D%95%E5%AE%9E%E7%8E%B0)
* [Keras深度学习实践3—计算机视觉问题：猫vs狗](https://github.com/ubwshook/MachineLearning/wiki/Keras%E6%B7%B1%E5%BA%A6%E5%AD%A6%E4%B9%A0%E5%AE%9E%E8%B7%B53%E2%80%94%E8%AE%A1%E7%AE%97%E6%9C%BA%E8%A7%86%E8%A7%89%E9%97%AE%E9%A2%98%EF%BC%9A%E7%8C%ABvs%E7%8B%97)
* [Keras深度学习实践4—使用预训练网络解决计算机视觉问题](https://github.com/ubwshook/MachineLearning/wiki/Keras%E6%B7%B1%E5%BA%A6%E5%AD%A6%E4%B9%A0%E5%AE%9E%E8%B7%B54%E2%80%94%E4%BD%BF%E7%94%A8%E9%A2%84%E8%AE%AD%E7%BB%83%E7%BD%91%E7%BB%9C%E8%A7%A3%E5%86%B3%E8%AE%A1%E7%AE%97%E6%9C%BA%E8%A7%86%E8%A7%89%E9%97%AE%E9%A2%98)
* [Keras深度学习实践5—卷积神经网络可视化](https://github.com/ubwshook/MachineLearning/wiki/Keras%E6%B7%B1%E5%BA%A6%E5%AD%A6%E4%B9%A0%E5%AE%9E%E8%B7%B55%E2%80%94%E5%8D%B7%E7%A7%AF%E7%A5%9E%E7%BB%8F%E7%BD%91%E7%BB%9C%E5%8F%AF%E8%A7%86%E5%8C%96)
* [Keras深度学习实践6—文本处理：one hot编码与词嵌入](https://github.com/ubwshook/MachineLearning/wiki/Keras%E6%B7%B1%E5%BA%A6%E5%AD%A6%E4%B9%A0%E5%AE%9E%E8%B7%B56%E2%80%94%E6%96%87%E6%9C%AC%E5%A4%84%E7%90%86%EF%BC%9Aone-hot%E7%BC%96%E7%A0%81%E4%B8%8E%E8%AF%8D%E5%B5%8C%E5%85%A5)
* [Keras深度学习实践7——循环卷积神经网络](https://github.com/ubwshook/MachineLearning/wiki/Keras%E6%B7%B1%E5%BA%A6%E5%AD%A6%E4%B9%A0%E5%AE%9E%E8%B7%B57%E2%80%94%E2%80%94%E5%BE%AA%E7%8E%AF%E5%8D%B7%E7%A7%AF%E7%A5%9E%E7%BB%8F%E7%BD%91%E7%BB%9C)
* [Keras深度学习实践8—Keras高阶实践](https://github.com/ubwshook/MachineLearning/wiki/Keras%E6%B7%B1%E5%BA%A6%E5%AD%A6%E4%B9%A0%E5%AE%9E%E8%B7%B58%E2%80%94Keras%E9%AB%98%E9%98%B6%E5%AE%9E%E8%B7%B5)


#### 代码列表：
* [mnist手写数字分类问题](https://github.com/ubwshook/MachineLearning/blob/master/keras/mnist_relu.py)
* [二分类问题: imdb电影评论分类](https://github.com/ubwshook/MachineLearning/blob/master/keras/imdb.py)
* [多分类问题: 路透社新闻分类](https://github.com/ubwshook/MachineLearning/blob/master/keras/reuters.py)
* [mnist手写数字分类问题: 卷积神经网络解决](https://github.com/ubwshook/MachineLearning/blob/master/keras/mnist_convnet.py)
* [猫狗图片分类问题: 最简易解决](https://github.com/ubwshook/MachineLearning/blob/master/keras/cats_vs_dogs.py)
* [猫狗图片分类问题: 数据增强方式](https://github.com/ubwshook/MachineLearning/blob/master/keras/cats_vs_dogs.py)
* [猫狗图片分类问题: 预训练方式](https://github.com/ubwshook/MachineLearning/blob/master/keras/cats_vs_dogs_pretrained.py)
* [猫狗图片分类问题: 预训练+数据增强+模型微调](https://github.com/ubwshook/MachineLearning/blob/master/keras/cats_vs_dogs_ep.py)
* [卷积神经网络可视化](https://github.com/ubwshook/MachineLearning/blob/master/keras/network_visualizing.py)
* [one-hot编码](https://github.com/ubwshook/MachineLearning/blob/master/keras/one_hot.py)
* [词嵌入](https://github.com/ubwshook/MachineLearning/blob/master/keras/word_embedding.py)
* [简单rnn](https://github.com/ubwshook/MachineLearning/blob/master/keras/simple_rnn.py)
* [rnn和cnn结合](https://github.com/ubwshook/MachineLearning/blob/master/keras/conv_rnn.py)
* [LSTM实践:耶拿温度预测](https://github.com/ubwshook/MachineLearning/blob/master/keras/temperature_forecasting.py)
* [双向LSTM](https://github.com/ubwshook/MachineLearning/blob/master/keras/bidirectional_rnn.py)
* [TensorBoard实践](https://github.com/ubwshook/MachineLearning/blob/master/keras/tensor_board.py)