Howso-engine

What's Changed
* 16991: Enables discriminative time series forecasting by cademack in https://github.com/howsoai/howso-engine/pull/40


**Full Changelog**: https://github.com/howsoai/howso-engine/compare/69.0.2...69.0.3

What's Changed
* 17719: Adds warning to continue_series flows where given series IDs are not in the Trainee by cademack in https://github.com/howsoai/howso-engine/pull/34
* 17734: Added readme logo support for dark mode by makanadumlao in https://github.com/howsoai/howso-engine/pull/35
* 17748: Fixes an issue with .series_progress when using continue_series by cademack in https://github.com/howsoai/howso-engine/pull/36
* 17809: Improves performance tests by cademack in https://github.com/howsoai/howso-engine/pull/38
* 17664: Improves regularization of local residuals and convictions by howsoRes in https://github.com/howsoai/howso-engine/pull/28
* 17464: Adds linux arm64 tests by calebwherry in https://github.com/howsoai/howso-engine/pull/25
* 17804: Improves internal logic for storing into series and other code cleanup by howsoRes in https://github.com/howsoai/howso-engine/pull/39

New Contributors
* makanadumlao made their first contribution in https://github.com/howsoai/howso-engine/pull/35

**Full Changelog**: https://github.com/howsoai/howso-engine/compare/69.0.1...69.0.2

What's Changed
* 17697: Updates tests to use MT amlg binary, not bare by calebwherry in https://github.com/howsoai/howso-engine/pull/30
* 17699: Adds a check to assert_same to fail on incorrect usage by cademack in https://github.com/howsoai/howso-engine/pull/31
* 17711: Fixes warnings logic in get_prediction_stats by cademack in https://github.com/howsoai/howso-engine/pull/32
* 17712: Updates amlg version by calebwherry in https://github.com/howsoai/howso-engine/pull/33


**Full Changelog**: https://github.com/howsoai/howso-engine/compare/69.0.0...69.0.1

What's Changed
* 17612: Removes improper warning for edge cases when react is called prior to calling analyze by mkoistinen in https://github.com/howsoai/howso-engine/pull/21
* 17619: Updates README to use website-hosted logo by cademack in https://github.com/howsoai/howso-engine/pull/22
* 17583: Removes prediction_residual_conviction from `react` details, MAJOR by cademack in https://github.com/howsoai/howso-engine/pull/23
* 17632: Fixes case feature residuals for existing cases to use original case action value instead of predicted one by howsoRes in https://github.com/howsoai/howso-engine/pull/24
* 17662: Fixes example in readme and improves descriptions by howsohazard in https://github.com/howsoai/howso-engine/pull/26

New Contributors
* mkoistinen made their first contribution in https://github.com/howsoai/howso-engine/pull/21
* howsohazard made their first contribution in https://github.com/howsoai/howso-engine/pull/26

**Full Changelog**: https://github.com/howsoai/howso-engine/compare/68.2.0...69.0.0

What's Changed
* 16845: Adds parameters to return conditioned marginal stats, MINOR by cademack in https://github.com/howsoai/howso-engine/pull/14
* 17519: unit test retries, MINOR by howsoRes in https://github.com/howsoai/howso-engine/pull/15
* 17483: Adds new custom depends logic in branch builds by calebwherry in https://github.com/howsoai/howso-engine/pull/17
* 17581: Fixes bug where influential cases wouldn't be correct if requesting global or local_case_feature_residuals in the same details call by howsoRes in https://github.com/howsoai/howso-engine/pull/18
* 17545: Updates performance tests and removes accuracy tests by cademack in https://github.com/howsoai/howso-engine/pull/16
* 16627: Adds continue_series flag to react_series(), MINOR by howsoRes in https://github.com/howsoai/howso-engine/pull/19
* Updates amalgam version to 44.0.2 by calebwherry in https://github.com/howsoai/howso-engine/pull/20


**Full Changelog**: https://github.com/howsoai/howso-engine/compare/68.1.0...68.2.0

What's Changed
* 17371 expose GetHyperparameters through get_internal_parameters, MINOR by cademack in https://github.com/howsoai/howso-engine/pull/8
* 17478: improves generative react mutation probabilities for code (edit_distance) features by howsoRes in https://github.com/howsoai/howso-engine/pull/9
* 17500: fix feature contributions may be computed incorrectly for encoded features by howsoRes in https://github.com/howsoai/howso-engine/pull/11
* 17371: Fixes parameter name of get_internal_parameters to be aligned by cademack in https://github.com/howsoai/howso-engine/pull/10
* 17508: Update amalgam depends version by calebwherry in https://github.com/howsoai/howso-engine/pull/13


**Full Changelog**: https://github.com/howsoai/howso-engine/compare/68.0.0...68.1.0