v1.3.1

This patch release improves the AutoML web app workflow and AI transparency.

• publish_app() now reuses the last published URL by default (#830)
• Fixed missing mljar_app.json upload in publish_app() (#829)
• Improved numeric widget steps in generated apps (#828)
• Added AI Act transparency messaging in generated apps, reports, and training output (#810)

v1.3.0

Enhancements

• (#803) automatically generate web app for your automl model
• (#813) add fairness compliance certificate generation

v1.2.2

MLJAR Supervised 1.2.2

• Simplified report_structured() default output to compact summary (leaderboard + global feature importance).
• Added on-demand detailed report for a selected model via report_structured(model_name=...).
• Improved selected-model markdown layout: clear section order, cleaner headings, filtered noisy hyperparameters, richer fairness details and fairness explanation text.
• Included fairness columns in summary leaderboard when fairness is enabled.
• Fixed global feature-importance aggregation metadata (models_present) and updated examples/tests for the new report workflow.

v1.2.0

mljar-supervised 1.2.0

• Added AutoML.report_structured(format="markdown"|"dict"|"json", model_details=...) for LLM-friendly reporting.
• New on-demand artifact: <results_path>/report_structured.json (full structured payload).
• Improved markdown report readability (clean run summary, clearer best/model sections, better feature-importance naming).
• Added examples for classification, regression, and fairness structured reports.
• Updated structured-report tests and fixed macOS smoke workflow by installing libomp.

v1.1.18

Fixes

• removed unused dependencies, cleaned code -> the installation should be a little faster :) Changes in the #800

v1.1.17

Fixes matplotlib backend initialization in notebooks after AutoML training #785

v1.1.15

Fixes

• fixed issues with new sklearn API #789, #788, #787
• setup matplotlib backend for AutoML and switch it back to original #785

v1.1.12

Fixes

• a lot of warning and bug fixes done in #777, #771, #762, #761, #760, #759, #758, #757, #756, #755, #754, #753, #752, #751, #750, #749, #743, #742, #733

🍁 Autumn release created thanks to amazing work of @maciekmalachowski, @a-szulc, @Marchlak 🚀 Thank you 🥇

v1.1.10

Fix warnings due to packages update.

v1.1.9

Fixes

• (#380) disable boost on errors step for custom strategy
• (#728) fix accuracy metric for Lightgbm