/TensorFlow2.0Tutorials

TensorFlow 2.0 Tutorials and Examples, CNN, RNN, GAN tutorials, etc. TF 2.0 版 入门实战案例教程

Primary LanguageJupyter Notebook

TensorFlow 2.0 Tutorials

2.0

Timeline:

TensorFlow 1.0 was gone

TensorFlow Sucks.

Installation

Currently, TF 2.0 only support python 3.6.

  1. CPU install
pip install tf-nightly-2.0-preview
  1. GPU install
pip install tf-nightly-gpu-2.0-preview

Test installation:

In [2]: import tensorflow  as tf

In [3]: tf.__version__
Out[3]: '2.0.0-dev20190129'
In [4]: tf.test.is_gpu_available()
...
totalMemory: 3.95GiB freeMemory: 3.00GiB
...
Out[4]: True

Outline

  • TensorFlow 2.0 overview
  • TensorFlow 2.0 Basic Usage
  • Linear Regression
  • MNIST
  • CIFAR10
  • Fully Connected Layer
  • Inception Network
  • ResNet
  • Naive RNN
  • LSTM
  • ColorBot
  • Auto-Encoders
  • Variational Auto-Encoders
  • GAN
  • CycleGAN
  • WGAN
  • Pixel2Pixel
  • Faster RCNN and more is waiting to be updated!

Refered Repos.

Our work is not built from scratch. Great appreciatoin to these open works！