TensorFlow2-tutorial

Installation

git clone https://github.com/lambdal/TensorFlow2-tutorial.git
cd TensorFlow2-tutorial
virtualenv venv-tf2
. venv-tf2/bin/activate
pip install tf-nightly-gpu-2.0-preview==2.0.0.dev20190526

Tutorials Summary

See individual tutorial's README for details

01 Basic Image Classification

A tutorial of Image classification with ResNet.

  • Data pipeline with TensorFlow Dataset API
  • Model pipeline with Keras (TensorFlow 2's offical high level API)
  • Multi-GPU with distributed strategy
  • Customized training with callbacks (TensorBoard, Customized learning schedule)