https://github.com/yanqiangmiffy/quincy-keras
keras学习资料/教程
https://github.com/yanqiangmiffy/quincy-keras
Last synced: 6 months ago
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keras学习资料/教程
- Host: GitHub
- URL: https://github.com/yanqiangmiffy/quincy-keras
- Owner: yanqiangmiffy
- Created: 2018-11-28T03:23:00.000Z (almost 7 years ago)
- Default Branch: master
- Last Pushed: 2018-12-05T03:26:32.000Z (almost 7 years ago)
- Last Synced: 2025-03-26T01:41:27.301Z (7 months ago)
- Language: Jupyter Notebook
- Size: 131 KB
- Stars: 4
- Watchers: 1
- Forks: 1
- Open Issues: 0
-
Metadata Files:
- Readme: README.md
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README
# quincy-keras
keras框架学习资料/教程
## 实例
* Linear Regression 线性回归 ([code](https://github.com/yanqiangmiffy/quincy-keras/blob/master/code/01_linear_regression.py), [notebook](https://github.com/yanqiangmiffy/quincy-keras/blob/master/notebook/01_linear_regression.ipynb))
* Logistic Regression 逻辑回归([code](https://github.com/yanqiangmiffy/quincy-keras/blob/master/code/02_logistic_regression.py), [notebook](https://github.com/yanqiangmiffy/quincy-keras/blob/master/notebook/02_logistic_regression.ipynb))
* Feedforward Neural Network (Multilayer Perceptron) 前馈神经网络（多层感知机）([code](https://github.com/yanqiangmiffy/quincy-keras/blob/master/code/03_net.py), [notebook](https://github.com/yanqiangmiffy/quincy-keras/blob/master/notebook/03_net.ipynb))
* Deep Feedforward Neural Network (Multilayer Perceptron with 2 Hidden Layers) 深度神经网络（两层感知机）([code](https://github.com/yanqiangmiffy/quincy-keras/blob/master/code/04_modern_net.py), [notebook](https://github.com/yanqiangmiffy/quincy-keras/blob/master/notebook/04_modern_net.ipynb))
* Convolutional Neural Network 卷积神经网络([code](https://github.com/yanqiangmiffy/quincy-keras/blob/master/code/05_convolutional_net.py), [notebook](https://github.com/yanqiangmiffy/quincy-keras/blob/master/notebook/05_convolutional_net.ipynb))
* Denoising Autoencoder ([code](https://github.com/yanqiangmiffy/quincy-keras/blob/master/code/06_autoencoder.py), [notebook](https://github.com/yanqiangmiffy/quincy-keras/blob/master/notebook/06_denoising%20autoencoder.ipynb))
* Recurrent Neural Network (LSTM) LSTM文本分类([code](https://github.com/yanqiangmiffy/quincy-keras/blob/master/code/07_lstm.py), [notebook](https://github.com/yanqiangmiffy/quincy-keras/blob/master/notebook/07_lstm.ipynb))
* TensorBoard TensorBoard的使用([code](https://github.com/yanqiangmiffy/quincy-keras/blob/master/code/08_tensorboard.py), [notebook](https://github.com/yanqiangmiffy/quincy-keras/blob/master/notebook/08_tensorboard.ipynb))
* Save and restore net 保存和恢复模型([code](https://github.com/yanqiangmiffy/quincy-keras/blob/master/code/09_save_restore_net.py), [notebook](https://github.com/yanqiangmiffy/quincy-keras/blob/master/notebook/09_save_restore_net.ipynb))
## NLP任务
- 基于孪生网络的语义相似性判定 [sentence-similarity](https://github.com/yanqiangmiffy/sentence-similarity)
## 图像任务
- 手写藏文字体分类与识别 [tibetan-mnist](https://github.com/yanqiangmiffy/tibetan-mnist)
## 注意的问题
1.如果在notebook使用GPU训练模型，结束后需要将notebook关闭(shutdown)，否则在另一个运行程序的时候会内存错误