TensorFlow 2.0 Tutorials

Timeline:

• Jan. 11, 2019: TensorFlow r2.0 preview
• Aug. 14, 2018: TensorFlow 2.0 is coming

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

2. 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！

• https://github.com/herbiebradley/CycleGAN-Tensorflow
• https://github.com/tensorflow/tensorflow/blob/master/tensorflow/contrib/eager/python/examples/pix2pix/pix2pix_eager.ipynb
• https://github.com/moono/tf-eager-on-GAN