TensorFlow

TensorFlow

tf1.x'1.14.0' py35

• https://www.yuque.com/huangzhongqing/tensorflow

• jupyterjupyter-notebookhttp://localhost:8888/tree

• https://www.tensorflow.org/

  • github https://github.com/tensorflow
  • tensorflow2.0 beta :https://www.tensorflow.org/beta/

• jupyternotebookhttps://nbviewer.jupyter.org/

• NotebooksGoogle Colabhttps://colab.research.google.com/

• tensors_flowing

TensorFlow 2 https://tf.wiki/zh/basic.html

Tutorial()

• tfpy

bilibili-Tensorflow[2020.07][tf1.x][13.5h]

• tf1.x'1.14.0' py35
• https://www.yuque.com/huangzhongqing/tensorflow/yiggki

: https://pan.baidu.com/s/1F1A32twUxxqt2W7drxm78w

code:Tensorflow

• TensorflowAnacondaTensorflowCPU
• ** Tensorflow(graphs),(session),(tensor),(Variable)**
• Tensorflowsoftmax
• (cross-entropy)dropoutTensorflow
• Tensorboard
• CNNCNNMNIST
• LSTMLSTM
• Googleinception-v3
• TensorflowGPU
• word2veccnn
• LSTM

https://github.com/Parker-Lyu/TensorFLow-Learning

• googletensorflow()[20190805]

• bilibili-tensorflow[201710]

githubgithub

googletensorflow()

• https://developers.google.cn/machine-learning/glossary/

• 0115 -&&&

• 0220 weight bias

• 0360 SGD,lr

• 04 TensorFlow 60 TensorFlow

• 0515

• 0625

• 0740

• 0865 75%

• 0970 TensorFlow

• 1040 L2

• 1120

• 1290

• 1345 L2

• 1440

• 1540

• 1650 Softmax TensorFlow Softmax

• 1780

bilibili-tensorflow[2019.08]

bilibilitensorflow2.0 2019[2019.08]

• tensorflow2.0https://github.com/czy36mengfei/tensorflow2_tutorials_chinese
• tensorflow2.0 beta :https://www.tensorflow.org/beta/
  • tf.get_variable, tf.variable_scope, tf.layersKerastf.keras
  • keraseager execution(eager notebook)
  • any0rp
  • tf.keras,Eager,tf.datatf.function()Tensorboard

install

• CPU
  pip install tensorflow==2.0.0-alpha0

20197beta0 pip install tensorflow==2.0.0-beta0

python(tensorflow2.0

pip install numpy pandas matplotlib sklearn tensorflow==2.0.0-alpha0 -i https://pypi.doubanio.com/simple/

• GPUCUDAcuDNN

pip install numpy pandas matplotlib sklearn tensorflow==2.0.0-alpha0 -i https://pypi.doubanio.com/simple/

• 03-

contents()

Resource()