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Improve Quantum State Reconstruction and add convenient numpy wrappers

Vicentini Filippo requested to merge improve_qst into master

Created by: gcarleo

This PR improves the quantum state reconstruction interface, examples, and scripts. It also adds a few useful wrappers/converts to numpy/scipy types for both AbstractOperator (that can be converted to sparse, dense matrix and linear operators) and AbstractMachine that can be converted to a numpy array.

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