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Automatic differentiation + optimization

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remove numpy dependency add requirements (scipy and autograd) enable the import of numpy through autoptim ("from autoptim import numpy as np")

I get a syntax error using old Python 2.7 due to double splat unpacking in _scipy_func at this line: ``` obj = objective_function(*torch_vars, *args) ``` A fix that worked for...