What's new

Kaspersky Machine Learning for Anomaly Detection 4.0 has the following new capabilities and improvements:

• Model builder: Functionality has been added that allows you to create, modify, and delete your own ML models and elements of ML models based on a neural network and/or diagnostic rules.
• Markups: Functionality has been added that allows you to create, modify, and delete markups for training and inferencing ML models.
• Training ML models: The capability to manage the settings for training ML model elements has been added to the application web interface. You can also start or interrupt the training of ML model elements, view the number of the current element training epoch and view the results of the last training process in the program web interface.
• Monitored asset hierarchical structure: Functionality has been added that allows you to define the way in which the assets of the monitored asset are organized in the form of a tree of primary and functional elements in Kaspersky MLAD. The primary elements of the hierarchical structure are represented by assets and tags, which can be managed in the Assets section. The format of the configuration file for downloading tags has been changed to XLSX. When the configuration file is downloaded, the assets of the hierarchical structure are also downloaded. The functional elements of the hierarchical structure are represented by ML models, ML model templates and markups. The monitored asset hierarchical structure is displayed in the Assets and Models sections, as well as in the Presets section when creating or modifying presets.

• Roles: Functionality has been added that allows you to manage roles and select access rights to application functions for them. Role management is available in the Roles section.
• Security policy: Functionality has been added that allows you to manage the security settings of Kaspersky MLAD in accordance with the security policy at the enterprise.
• Information security event logging: Functionality has been added that allows you to manage the storage settings of information security event logs, as well as view information security event logs in the Grafana logging system.
• Application update script: Functionality has been added that allows you to back up Kaspersky MLAD and restore the application from the backup copy using the application update script. Changed the command for starting the script to update the application whenever new versions have been released.
• CEF Connector: Functionality has been added that allows you to send information security event logs to an external system.
• OPC UA Connector: Added new settings for configuring the OPC UA Connector.
• Mail Notifier Service: Added new settings for configuring the Mail Notifier service.
• Trainer service: Trainer service has been optimized.
• Kaspersky MLAD web interface was updated.
• Added new settings for configuring the display of graphs under Monitoring and History.