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New SMFCK class. Updates for SMFK and MFCK. #727

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  • Updating MFCK class to support the option of homoscedastic noise.

  • New Sparse MFCK class to add sparsity to any fidelity level

    • Class MFCK.py
    • Tutorial notebook
    • Test file
    • .rstx file for documentation
  • SMFK updates

    • Update in tutorial notebook.
    • Adding .rstx file to generate documentation
    • Test file updated

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