Tensorflow 2.0 has already released it's 2.0.0-rc (release candidate) on August 23, 2019.
It has a lot of new major changes, new features and new syntaxes. Almost everything is changed.
For the new version, Tensorflow 2.0 defined couple of points about their architecture modifications. Here is how they describe it.
TensorFlow 2.0 focuses on simplicity and ease of use, featuring updates like:
- Easy model building with Keras and eager execution.
- Robust model deployment in production on any platform.
- Powerful experimentation for research.
- API simplification by reducing duplication and removing deprecated endpoints.
If you need to know the whole list of changes take a look at this github release.