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Improve Linear Regression: Use ndarray-linalg's lstsq, improve names and follow conventions #25

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@paulkoerbitz

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@paulkoerbitz

There are some improvements to the linear regression / least squares code which would be nice to implement.

  • Use least squares from ndarray-linalg (lapack), now that it is exposed
  • Address comments from original PR
    • Fix names fit_intercept, fit_intercept_with_normalisation to be consistent with linfa-logistic
  • Follow C-GETTER for getter names

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