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Code for TF tutorials (CS20SI and CS224N)

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Just tried the deconv version of autoencoder implementation in the cs20si folder. And I found it cannot converge. I upgrade the source code to support tensorflow 1.0 before the experiment....

On line 55 of the [CS 224N linear regression example](https://github.com/nishithbsk/tensorflow_tutorials/blob/master/cs224n/linear_regression/linear_regression_complete.py#L55), `loss_val` is a scalar, so there shouldn't be any reason to call `.mean()` on it. It is a scalar because...