aexlord / tensorflow-2.x-tutorials

TensorFlow 2.x version's Tutorials and Examples, including CNN, RNN, GAN, Auto-Encoders, FasterRCNN, GPT, BERT examples, etc. TF 2.0版入门实例代码，实战教程。

TensorFlow 2.0 Tutorials

Our repo. is the Winner of ⚡#PoweredByTF 2.0 Challenge!.

Timeline:

• Oct. 1, 2019: TensorFlow 2.0 Stable!
• Aug. 24, 2019: TensorFlow 2.0 rc0
• Jun. 8, 2019: TensorFlow 2.0 Beta
• Mar. 7, 2019: Tensorflow 2.0 Alpha
• Jan. 11, 2019: TensorFlow r2.0 preview
• Aug. 14, 2018: TensorFlow 2.0 is coming

Installation

make sure you are using python 3.x.

• CPU install

pip install tensorflow -U

• GPU install

Install CUDA 10.0(or after) and cudnn by yourself. and set LD_LIBRARY_PATH up.

pip install tensorflow-gpu  -U

Test installation:

In [2]: import tensorflow  as tf

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

配套TF2视频教程

TensorFlow 2.0的视频教程链接：深度学习与TensorFlow 2实战

Acknowledgement

• 爱可可-爱生活 友情推荐

Includes

• TensorFlow 2.0 Overview
• TensorFlow 2.0 Basic Usage
• Linear Regression
• MNIST, FashionMNIST
• CIFAR10
• Fully Connected Layer
• VGG16
• Inception Network
• ResNet18
• Naive RNN
• LSTM
• ColorBot
• Auto-Encoders
• Variational Auto-Encoders
• DCGAN
• CycleGAN
• WGAN
• Pixel2Pixel
• Faster RCNN
• A2C
• GPT
• BERT
• GCN

Feel free to submit a PR request to make this repo. more complete!

Refered Repos.

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

• https://github.com/madalinabuzau/tensorflow-eager-tutorials
• 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
• https://github.com/Viredery/tf-eager-fasterrcnn
• https://github.com/github/gitignore/blob/master/Python.gitignore