In general, it is important to clearly understand your business requirements and the problem you are trying to solve when determining the best approach to automate the retraining of an active machine learning model. It is also important to continuously monitor the performance of the model and make adjustments to the retraining cadence and metrics as needed.

Barbara is currently actively participating in a series of Research and Development projects promoted by the Basque Business Development Agency (SPRI) and supported by the European Regional Development Funds (ERDF).

The new version v2.3.0 of the Barbara platform focuses on making it easier to manage your edge applications, giving you a new view centered on them, and making general information monitoring of your nodes more user-friendly.

Under this framework of collaboration, Barbara´s cybersecurity and edge computing technology will run on Advantech devices. Likewise, Advantech will offer hardware that is pre-certified to run Barbara's secure OS, providing greater cybersecurity and usability on the installation, certification and maintenance processes of its devices.

Barbara and Mytra Control sign an agreement whereby the Barbara Industrial Edge Platform will be in charge of orchestrating the Edge projects deployed by Mytra and its customers.

Supported by the Basque Energy Cluster and Innovasturias, the I+CCM project that stands for "Intelligent Engine Control Centre" aims to develop a solution to equip the switchboards that make up an electrical system with intelligence and interaction capacity via Industrial IoT.