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This reverts commit e8726907.

Add astronet directory and a temporary README.md

Fix Python 3 Syntax Errors (en masse)

long was removed in Python 3 (en masse)

See: https://github.com/tensorflow/models/pull/3220#discussion_r163131613

[samples/java]: Add some more descriptive text to the README

from six.moves import xrange (en masse)

Create __init__.py under research/object-detection/dataset_tools (Fix #3055)

Add multi-GPU flag to MNIST and allow for setting of replicated optimizer and model_fn

readme fixes

updated eval for python 3

change file open mode to rb

[samples/java]: Add a link to some slides.

[mnist]: TPU tweaks

Add @asimshankar as owner of java examples.

[samples]: Samples using the Java API.

Fix bug in gym_wrapper.

Updates to pcl_rl according to most recent version of Trust-PCL paper

set `/examples` as the working directory

There is no `data` directory, these instructions work without this line.

Fix #3148

Update README files to point to arXiv submission.

Opening gzipped datasets in binary, read-only mode fixes the issue

Adding myself to owners