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
Installation
Currently, TF 2.0 only support python 3.6.
- CPU install
pip install tf-nightly-2.0-preview
- 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!