{"categories":[{"label":"Artificial Intelligence","url":"https://skillfed.io/packages/category/scientific-engineering-artificial-intelligence/3"}],"enrichment":{"capability":"Adds the What-If Tool, an interactive visual interface for exploring and understanding ML model behavior, as a plugin to TensorBoard.","skillfed_tags":["tensorboard-plugin","model-interpretability","abandoned"],"use_cases":["Explore counterfactual predictions by interactively modifying input features in TensorBoard.","Visualize how model outputs change across different input ranges and feature combinations.","Debug model behavior and identify potential biases or unexpected decision boundaries.","Communicate model behavior to non-technical stakeholders through an interactive interface."],"what_it_does":"tensorboard-plugin-wit is a TensorBoard plugin that integrates the What-If Tool, an interactive visual interface for probing and understanding ML model predictions. It was originally part of the TensorBoard repository but was extracted into its own package and repository. The plugin adds no runtime dependencies and installs with low friction as a pure Python wheel.\n\nThe package is now abandoned\u2014its last release was 2022-01-05. It remains a transitive dependency of the main tensorboard package, which means it is still distributed and installed when users install TensorBoard, but it receives no direct maintenance or updates. Users relying on the What-If Tool should verify that the plugin remains compatible with their TensorBoard version, as no fixes or enhancements are expected from this package itself.","worth_installing":"Yes, if you are already using TensorBoard\u2014it will be installed as a dependency. However, do not rely on this package for new features or bug fixes; it is abandoned and has not been updated since 2022-01-05. Verify compatibility with your TensorBoard version before depending on the What-If Tool for critical workflows."},"id":"tensorboard-plugin-wit","links":{"html":"https://skillfed.io/packages/tensorboard-plugin-wit","md":"https://skillfed.io/packages/tensorboard-plugin-wit.md","pypi":"https://pypi.org/project/tensorboard-plugin-wit/"},"maintenance":{"status":"abandoned"},"meta":{"latest_release":"2022-01-05","license_spdx":null,"license_treatment":"permissive","name":"tensorboard-plugin-wit","python_support":"unspecified","summary":"What-If Tool TensorBoard plugin."},"popularity":{"monthly_downloads":2064441,"position":3329,"tier":"top_5000"},"security":{"n_vulnerabilities":0},"version":"1.8.1"}