Changelog
=========

This page documents the version history and changes made to Titli.

Version 0.0.10 (Current)
------------------------

**Added:**

* (Placeholder for changes in 0.0.10. Please update with actual changes.)

Version 0.0.9
-------------

**Added:**
* Comprehensive Sphinx documentation
* API reference for all modules
* Usage guides and examples
* Installation instructions

Version 0.0.8
-------------

**Added:**

* Initial PyPI release
* Core feature extraction with AfterImage
* Multiple IDS models (KitNET, LOF, OCSVM, Autoencoder, VAE, ICL)
* PyTorch and scikit-learn implementations
* Streaming CSV dataset support
* RMSE loss function

**Features:**

* Feature extractors: AfterImage, NetStat
* IDS models: KitNET, TorchKitNET, PyTorchKitsune, LOF, OCSVM, Autoencoder, VAE, ICL
* Utilities for data handling and loss computation

Previous Versions
-----------------

Earlier versions (0.0.1 - 0.0.7) were development releases with incremental feature additions.

Roadmap
-------

Future planned features:

* Additional feature extraction methods
* More IDS models
* Enhanced evaluation metrics
* Real-time streaming support
* Web interface for visualization
* Distributed training support

See the `GitHub repository <https://github.com/spg-iitd/titli>`_ for the latest development updates and issue tracking.