{"categories":[{"label":"Scientific/Engineering","url":"https://skillfed.io/packages/category/scientific-engineering/8"}],"enrichment":{"capability":"A collection of machine learning and visualization utilities including API development tools, data simulation, expression building, model fitting helpers, parallelization via joblib, and a lightweight MVC framework for rendering visualizations in multiple formats.","skillfed_tags":["ml-utilities","visualization-framework","api-development"],"use_cases":["Build and test machine learning pipelines with fitted-object validation and data simulation utilities.","Render visualizations in multiple formats (matplotlib or text) using a unified MVC framework.","Parallelize computationally intensive tasks across cores using joblib-based utilities.","Develop APIs with built-in deprecation warnings, runtime validation, and documentation support.","Generate and manipulate complex mathematical or symbolic expressions with indented string rendering."],"what_it_does":"gamma-pytools is a general-purpose utility library developed by BCG GAMMA that bundles machine learning, visualization, and API development helpers into a single package. It provides tools for simulating classification and regression data, constructing and rendering complex expressions, testing model fitting, and parallelizing work via joblib. The library also includes a lightweight MVC framework for rendering visualizations in different styles\u2014matplotlib charts or plain text\u2014and basic tooling for API development such as deprecation handling and runtime validation.\n\nThe package is designed as a reusable foundation for other libraries and projects that need common ML and visualization patterns. It depends on standard scientific Python packages (numpy, scipy, pandas, matplotlib) plus joblib for parallelization and typing utilities for modern Python type hints. With production-stable status and active maintenance, it targets Python 3.10+ on multiple operating systems.","worth_installing":"Yes, if you need a well-maintained collection of ML and visualization utilities. The library is production-stable, actively maintained, has low install friction, and carries a permissive Apache 2.0 license. It is most valuable as a dependency for other projects or as a foundation for ML workflows that benefit from its bundled utilities. No security vulnerabilities are known. The Python 3.10+ requirement is a minor constraint for older codebases."},"id":"gamma-pytools","links":{"html":"https://skillfed.io/packages/gamma-pytools","md":"https://skillfed.io/packages/gamma-pytools.md","pypi":"https://pypi.org/project/gamma-pytools/"},"maintenance":{"status":"active"},"meta":{"latest_release":"2024-07-04","license_spdx":null,"license_treatment":"permissive","name":"gamma-pytools","python_support":"supports_current","summary":"A collection of Python extensions and tools used in BCG GAMMA's open-source libraries."},"popularity":{"monthly_downloads":90397,"position":13588,"tier":"top_15000"},"security":{"n_vulnerabilities":0},"version":"3.0.2"}