github NannyML/nannyml v0.5.3

latest releases: v0.9.1, v0.9.0, v0.8.6...
2 years ago

Changed

  • We've completely overhauled the way we determine the "stability" of our estimations. We've moved on from determining
    a minimum Chunk size to estimating the sampling error for an operation on a Chunk.
    • A sampling error value will be provided per metric per Chunk in the result data for
      reconstruction error multivariate drift calculator, all performance calculation metrics and
      all performance estimation metrics.
    • Confidence bounds are now also based on this sampling error and will display a range around an estimation +/- 3
      times the sampling error in CBPE and reconstruction error multivariate drift calculator.
      Be sure to check out our in-depth documentation
      on how it works or dive right into the implementation.

Fixed

  • Fixed issue where an outdated version of Numpy caused Pandas to fail reading string columns in some scenarios
    (#93). Thank you, @Bernhard and
    @Gabriel for the investigative work!

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