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Small updates to DELF markdown files: dataset location and small troubleshooting fix.

Clear softmax_cross_entropy deprecation warning.

The `sparse` version is more efficient anyway.

I'm returning the labels shape [1] instead of []
because tf.accuracy fails otherwise.

Remove contacts of ex-Googler

Removed unused regularization ops

__six__ is used on lines 174 and 175 but is never imported or defined.

Revert "Clear softmax_cross_entropy deprecation warning."

CogMap: Fix five undefined names

Updated cifar10_input.py to make tensorboard graph more meaningful

Clear softmax_cross_entropy deprecation warning.

Add multi-GPU option to MNIST

* Using nightly TF docker

* Explicitly pull image

* Update readme

* Respond to CR

CogMap: import logging

CogMap: import numpy as np

The `sparse` version is more efficient anyway.

I'm returning the labels shape [1] instead of []
because tf.accuracy fails otherwise.

assert fails on requesting gpus when not available