.. _2025-11-02-model-context-enhancement_release:

=================================================================================
2025-11-02 - Model Training Context Enhancement
=================================================================================

Release
==================
AgileData.io - Smarter Models: Enhanced Context After Training

Machine learning models now include model-specific context information immediately after training completes. This enhancement provides better visibility into model characteristics and makes it easier to understand and use your trained models.

When a model finishes training, you need to know more than just "it's done"—you need to understand what features were important, what the model learned, and how to interpret its outputs. By capturing and storing this context automatically, we make your models more transparent and easier to work with.

**What's New:**

* Automatic capture of model-specific context after training
* Feature importance scores included with model metadata
* Enhanced model preview showing what the model learned
* Better integration between model training and prediction tiles
* Improved model metadata stored in your data catalog

**What this means for you:**

* Better understanding of what your models learned during training
* Clearer insight into which features drive predictions
* More transparent machine learning workflows
* Easier troubleshooting when model predictions seem unexpected
* Better documentation of your ML models for governance and compliance

Last Refreshed
===========================
*Doc Refreshed: 2025-11-02*