1. [Koutsouleris, 204 #248]ImportError: No module named ‘PIL’
pip install Pillow
2. TypeError: softmax() got an unexpected keyword argument ‘axis’
3. tensorflow gan lib
https://github.com/tensorflow/tensorflow/tree/master/tensorflow/contrib/gan
4. ImportError: libcublas.so.9.0: cannot open shared object file: No such file or directory
https://zhuanlan.zhihu.com/p/28997106
https://www.jianshu.com/p/a201b91b3d96
The problem is not the version that does not correspond, is /usr/local/cuda-9.0 did not open the question of powers
Sudo Chmod -R 777 /usr/local/cuda-9.0
You need to install a higher version of cuda, cudnn
export PATH=/usr/local/cuda-9.0/bin:$PATH
export LD_LIBRARY_PATH=usr/local/cuda-9.0/lib64
export CUDA_HOME=$DATA_PATH/soft/cuda-9.0
LD_LIBRARY_PATH=/DATA/119/gyhu/soft/cuda-9.0/lib64
PATH==/DATA/119/gyhu/soft/cuda-9.0/bin
5. SyntaxError: Non-ASCII character ‘\xe9’
6. Pycharm Find and Replace
7. enumerate usage
8. TypeError: Expected sequence or array-like, got <class ‘NoneType’>
Empty, matlab not import data
9. Conv2DTranspose
10. numpy ascending and descending Dimension Dimension
11. keras how to merge together wherein
https://blog.csdn.net/quiet_girl/article/details/84106625
http://blog.sina.com.cn/s/blog_a14297610102x1ze.html
http://blog.sina.com.cn/s/blog_a14297610102x1ze.html
https://keras-cn-docs.readthedocs.io/zh_CN/latest/getting_started/functional_API
https://keras-cn-docs.readthedocs.io/zh_CN/latest/getting_started/sequential_model/
12. Keras: Merge merge differences and, Sequencial () and the Model () difference
13. deep learning 调参
14. keras of EarlyStopping callbacks use and Skills
https://blog.csdn.net/silent56_th/article/details/72845912
https://blog.csdn.net/zhangxin4832/article/details/81452996
15. ValueError: Error when checking target: expected dense_2 to have 2 dimensions, but got array with shape (990, , 2)
https://blog.csdn.net/weixin_41735859/article/details/86288356
16. The depth of learning iterations stop condition
https://deeplearning4j.org/cn/earlystopping
https://deeplearning4j.org/cn/earlystopping
https://blog.csdn.net/hyg1985/article/details/42556847
17. Bayesian deep learning, interpretability
https://www.cnblogs.com/wuliytTaotao/p/10281766.html
let DL be interpreted? This is a 66 Bayesian depth tutorial tells you
http://www.zhuanzhi.ai/document/bc61534f4dfc07e4e44b205abc480319
interpretability study (a) Deep Learning: Let model "that were so"
https: // www. leiphone.com/news/201805/Ti3mOdeRlWTplIlZ.html
https://www.leiphone.com/news/201806/PDfTEnrBfkUcggu2.html
18. How to calculate the size parameter
19. keras accuracy inconsistent final result (result fixing)
20. Data cleaning
https://www.cnblogs.com/jasonfreak/p/5448385.html
https://www.cnblogs.com/jasonfreak/p/5448385.html
21. TypeError: float() argument must be a string or a number, not ‘map’
22. Keras utilized np.random.shuffle () data set disrupted
from numpy as np
index=np.arange(2000)
np.random.shuffle(index)
print(index[0:20])
X_train=X_train[index,:,:,:] #X_train是训练集,y_train是训练标签
y_train=y_train[index]