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@blondered blondered released this 29 Jul 14:19
· 16 commits to main since this release
v0.7.0
e682847
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Learn about vigilant mode.

✨ Highlights ✨

  • Interactive MetricsApp widget is now here! Extremely useful for metrics trade-off analysis. Has options to color models on plot based on their hyper-params. Check screenshots in cross-validation example.
  • A lot of new metrics: recommendations DQ, PartilAUC based ranking metrics, recommendations intersection between multiple models, r-precision. All computations are highly optimized and fully compatible with cross_validate
  • Theory & Practice RecSys Baselines Extended Tutorial

All updates

Added

  • Extended Theory&Practice RecSys baselines tutorial (#139)
  • MetricsApp to create plotly scatterplot widgets for metric-to-metric trade-off analysis (#140, #154)
  • Intersection metric (#148)
  • PartialAUC and PAP metrics (#149)
  • New params (tol, maxiter, random_state) to the PureSVDModel (#130)
  • Recommendations data quality metrics: SufficientReco, UnrepeatedReco, CoveredUsers (#155)
  • r_precision parameter to Precision metric (#155)

Fixed

  • Used rectools-lightfm instead of pure lightfm that allowed to install it using poetry>=1.5.0 (#165)
  • Added restriction to pytorch version for MacOSX + x86_64 that allows to install it on such platforms (#142)
  • PopularInCategoryModel fitting for multiple times, cross_validate compatibility, behaviour with empty category interactions (#163)
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