Mlpro

Latest version: v1.4.4

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1.4.4

<!-- Release notes generated using configuration in .github/release.yml at main -->

What's Changed
MLPro-OA - Online Adaptivity
* Bug: Boundary Detector - Event-based Adaptation triggered by a Window… by detlefarend in https://github.com/fhswf/MLPro/pull/975


**Full Changelog**: https://github.com/fhswf/MLPro/compare/v1.4.3...v1.4.4

1.4.3

<!-- Release notes generated using configuration in .github/release.yml at main -->

What's Changed
MLPro-OA - Online Adaptivity
* OA: Design updates on Anomaly Detection by syamrajsatheesh in https://github.com/fhswf/MLPro/pull/965


**Full Changelog**: https://github.com/fhswf/MLPro/compare/v1.4.2...v1.4.3

1.4.2

<!-- Release notes generated using configuration in .github/release.yml at main -->

What's Changed
MLPro-OA - Online Adaptivity
* OA: Cluster-based Anomaly Detection by detlefarend in https://github.com/fhswf/MLPro/pull/952
* OA: Templates for Cluster Analyzers 589 by detlefarend in https://github.com/fhswf/MLPro/pull/962


**Full Changelog**: https://github.com/fhswf/MLPro/compare/v1.4.1...v1.4.2

1.4.1

This release prepares the upcoming sub-framework MLPro-OA for online machine learning. It doesn't yet provide new functionalities or significant bugfixes. It rather ensures compatibility with MLPro-Int-River and MLPro-Int-scikit-learn on an updated design level.

<!-- Release notes generated using configuration in .github/release.yml at main -->

What's Changed
MLPro-SL - Supervised Learning
* SL: Initial Design by laxmikantbaheti in https://github.com/fhswf/MLPro/pull/772
MLPro-OA - Online Adaptivity
* OA: Cluster Analysis by detlefarend in https://github.com/fhswf/MLPro/pull/953
* OA: General systematics for cluster properties 944 by detlefarend in https://github.com/fhswf/MLPro/pull/957
* OA: Maintenance of Howtos for OA-Streams by detlefarend in https://github.com/fhswf/MLPro/pull/960
* OA: Templates for Cluster Analyzers 589 by detlefarend in https://github.com/fhswf/MLPro/pull/958
MLPro-BF - Basic Functions
* BF-Model: Hyperparameter Updates through Event Handling by laxmikantbaheti in https://github.com/fhswf/MLPro/pull/787
* Refact: Parameter p_outlier_frequency of Class StreamMLProPOutliers s… by detlefarend in https://github.com/fhswf/MLPro/pull/949
* BF: General systematics for properties (and their derivatives) 943 by detlefarend in https://github.com/fhswf/MLPro/pull/950
* Refact: Class bf.math.geometry.Point - Replace parent bf.math.Element… by detlefarend in https://github.com/fhswf/MLPro/pull/955
* Refact: Class bf.math.geometry.Point - Replace parent bf.math.Element(2) by detlefarend in https://github.com/fhswf/MLPro/pull/956


**Full Changelog**: https://github.com/fhswf/MLPro/compare/v1.4.0...v1.4.1

1.4.0

<!-- Release notes generated using configuration in .github/release.yml at main -->

This release is mainly dedicated to outsourcing all 3rd party wrapper code to separate GitHub repositories. These are now listed in the [MLPro Extension Hub](https://mlpro.readthedocs.io/en/latest/content/04_extensions/main.html). This step reduces and stabilizes the MLPro core and removes dependencies from 3rd party release activities. Third party integration is now an optional step that can be done on demand.

Currently, the MuJoCo integration is still part of the MLPro core. We will outsource this in one of the upcoming releases.

Furthermore, we moved on developing our upcoming sub-framework MLPro-OA for online machine learning. We will dedicate one of the upcoming releases to it.

All changes of this release are listed below:

What's Changed
MLPro-OA - Online Adaptivity
* Bug: Visualization of a cluster needs to be removed when cluster itse… by detlefarend in https://github.com/fhswf/MLPro/pull/932
* OA: Anomaly Detection by syamrajsatheesh in https://github.com/fhswf/MLPro/pull/933
* OA: Refactoring of Cluster Analysis/Anomaly Detection by detlefarend in https://github.com/fhswf/MLPro/pull/938
* OA: Visualization of anomalies by detlefarend in https://github.com/fhswf/MLPro/pull/940
MLPro-BF - Basic Functions
* BF-Streams: New native benchmark stream for point outliers 911 by detlefarend in https://github.com/fhswf/MLPro/pull/915
* Refact: Consolidation of native streams 916 by detlefarend in https://github.com/fhswf/MLPro/pull/918
* Refact: Consolidation of native streams 916 by detlefarend in https://github.com/fhswf/MLPro/pull/920
* BF-ML : Hyperparameter Handling by laxmikantbaheti in https://github.com/fhswf/MLPro/pull/789
* BF-MATH: New sub-topic for geometric objects 739 by detlefarend in https://github.com/fhswf/MLPro/pull/740
3rd Party Support / Wrappers
* WR: Relocation of wrapper code to separate github repositories by detlefarend in https://github.com/fhswf/MLPro/pull/909
Documentation
* RTD Documentation v1.4.0 by detlefarend in https://github.com/fhswf/MLPro/pull/917

New Contributors
* syamrajsatheesh made their first contribution in https://github.com/fhswf/MLPro/pull/933

**Full Changelog**: https://github.com/fhswf/MLPro/compare/v1.3.1...v1.4.0

1.3.1

We are currently preparing to relocate most wrappers to separate GitHub repositories. Unfortunately, we removed the wrappers for River and Scikit-learn too early from the MLPro main project. Here's the recovery of both. We apologize for the inconvenience.

<!-- Release notes generated using configuration in .github/release.yml at main -->

What's Changed
3rd Party Support / Wrappers
* Bug: Recovery of wrappers and howtos for River and Scikit-learn 913 by detlefarend in https://github.com/fhswf/MLPro/pull/914


**Full Changelog**: https://github.com/fhswf/MLPro/compare/v1.3.0...v1.3.1

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