Tsbootstrap

This release introduces several important updates and features that enhance tsbootstrap's functionality and developer experience. Here's a breakdown of the changes, organized by category for clarity.

Features

- Introduced boilerplate layer and streamlined extension contract for easier integration and extension of bootstrap functionalities ([135](https://github.com/astrogilda/tsbootstrap/pull/135)).
- Enhanced extension template for bootstrap algorithms, promoting a more flexible development environment ([127](https://github.com/astrogilda/tsbootstrap/pull/127)).
- Added support for `uv` as an installation option, broadening compatibility ([130](https://github.com/astrogilda/tsbootstrap/pull/130)).
- Simplified `get_n_bootstraps` and standardized init signature conventions for consistency across the platform ([136](https://github.com/astrogilda/tsbootstrap/pull/136)).

Documentation Improvements

- Significant updates and enhancements to README.md, including a new structure to improve the user journey ([118](https://github.com/astrogilda/tsbootstrap/pull/118), [#124](https://github.com/astrogilda/tsbootstrap/pull/124), [#141](https://github.com/astrogilda/tsbootstrap/pull/141), [#145](https://github.com/astrogilda/tsbootstrap/pull/145)).
- Updated documentation requirements and removed public docs on configs to streamline information sharing ([120](https://github.com/astrogilda/tsbootstrap/pull/120), [#74](https://github.com/astrogilda/tsbootstrap/pull/74)).
- Basic documentation added to enhance developer understanding and utility ([79](https://github.com/astrogilda/tsbootstrap/pull/79)).

Maintenance & Build Enhancements

- Updated `pyproject.toml` settings and CI configurations to improve development processes ([115](https://github.com/astrogilda/tsbootstrap/pull/115), [#121](https://github.com/astrogilda/tsbootstrap/pull/121), [#134](https://github.com/astrogilda/tsbootstrap/pull/134), [#138](https://github.com/astrogilda/tsbootstrap/pull/138)).
- Changed macOS CI environment to `macos-13` for better compatibility and performance ([146](https://github.com/astrogilda/tsbootstrap/pull/146)).
- Miscellaneous maintenance updates to ensure the robustness of the build system ([143](https://github.com/astrogilda/tsbootstrap/pull/143)).
- Roadmap updates to guide future development and expectations ([126](https://github.com/astrogilda/tsbootstrap/pull/126)).

Fixes

- Replaced print statements with logging for improved debug capability and cleaner output ([117](https://github.com/astrogilda/tsbootstrap/pull/117)).
- Moved `n_bootstraps` to the first position in all classes within `bootstrap.py` to enhance API consistency ([140](https://github.com/astrogilda/tsbootstrap/pull/140)).

Miscellaneous

- Added a link to the "Buy Me a Coffee" page, inviting community support ([123](https://github.com/astrogilda/tsbootstrap/pull/123)).

New Contributors

- Continued thanks to fkiraly and benHeid for their valuable contributions and enhancements to the project!

All Contributors

astrogilda, benHeid, fkiraly

**[Full Changelog](https://github.com/astrogilda/tsbootstrap/compare/v0.1.0...v0.1.1)**

This release marks significant enhancements and numerous fixes in tsbootstrap, aiming to improve functionality, documentation, and overall stability. Below are the detailed changes categorized for better clarity.

Features

- Enhanced `bootstrap` functionality with new defaults and extended inheritance patterns for better integration and flexibility ([21](https://github.com/astrogilda/tsbootstrap/pull/21), [#10](https://github.com/astrogilda/tsbootstrap/pull/10), [#31](https://github.com/astrogilda/tsbootstrap/pull/31), [#39](https://github.com/astrogilda/tsbootstrap/pull/39), [#52](https://github.com/astrogilda/tsbootstrap/pull/52)).
- Significant strides in compatibility with scikit-learn, enhancing tsbootstrap's interoperability within the Python data science ecosystem ([26](https://github.com/astrogilda/tsbootstrap/pull/26), [#66](https://github.com/astrogilda/tsbootstrap/pull/66)).
- Introduction of a testing framework ensuring robustness and reliability of the bootstrap functionalities ([84](https://github.com/astrogilda/tsbootstrap/pull/84), [#87](https://github.com/astrogilda/tsbootstrap/pull/87)).

Fixes

- Resolved issues with parameter naming and test stability, ensuring more consistent and reliable outcomes ([32](https://github.com/astrogilda/tsbootstrap/pull/32), [#33](https://github.com/astrogilda/tsbootstrap/pull/33), [#28](https://github.com/astrogilda/tsbootstrap/pull/28)).
- Addressed various build and CI configuration issues to enhance the development process and integration ([11](https://github.com/astrogilda/tsbootstrap/pull/11), [#19](https://github.com/astrogilda/tsbootstrap/pull/19), [#40](https://github.com/astrogilda/tsbootstrap/pull/40)).

Documentation Improvements

- Comprehensive docstring revisions and updates to the README and contributing guide, improving accessibility and ease of use for new contributors ([20](https://github.com/astrogilda/tsbootstrap/pull/20), [#78](https://github.com/astrogilda/tsbootstrap/pull/78), [#72](https://github.com/astrogilda/tsbootstrap/pull/72), [#61](https://github.com/astrogilda/tsbootstrap/pull/61)).

Maintenance & Build Enhancements

- Optimizations and refinements in the build process and CI/CD pipeline, including dependency management and support for additional Python versions ([34](https://github.com/astrogilda/tsbootstrap/pull/34), [#36](https://github.com/astrogilda/tsbootstrap/pull/36), [#57](https://github.com/astrogilda/tsbootstrap/pull/57), [#60](https://github.com/astrogilda/tsbootstrap/pull/60), [#55](https://github.com/astrogilda/tsbootstrap/pull/55), [#53](https://github.com/astrogilda/tsbootstrap/pull/53), [#54](https://github.com/astrogilda/tsbootstrap/pull/54)).

Miscellaneous

- Various other enhancements and fixes that contribute to the overall robustness and user experience of tsbootstrap ([24](https://github.com/astrogilda/tsbootstrap/pull/24), [#37](https://github.com/astrogilda/tsbootstrap/pull/37), [#77](https://github.com/astrogilda/tsbootstrap/pull/77), [#101](https://github.com/astrogilda/tsbootstrap/pull/101), [#103](https://github.com/astrogilda/tsbootstrap/pull/103), [#111](https://github.com/astrogilda/tsbootstrap/pull/111)).

New Contributors

- A warm welcome and thanks to fkiraly and benHeid for their first contributions to the project!

All Contributors

astrogilda, benHeid, fkiraly

**[Full Changelog](https://github.com/astrogilda/tsbootstrap/compare/v0.0.2-beta...v0.1.0)**

Beta release