@sandeep-krishnamurthy it now looks better after SVRGOptimizer was made 
private. Including SVRGOptimizer in `optimizer.py` file instead of the 
`contrib` folder was just a thought. I am okay either ways. Will take a look at 
@StephanieYuan 's changes and approve it accordingly.

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