Restricted data access
Customers are not willing to share their data. This may be due to legal, strategic or technical restrictions.
Machines, processes and customers are different, making it hard to apply one-size-fits-all ML models.
Availability of local IT systems
The availability of local IT systems varies, because they are busy or intermittently have no internet access.
mlx enables you to coordinate training, deployment, and management of ML models easily on the customer’s shop floor. There is no need to transfer sensitive customer data. Quickly upgrade industrial PCs in the local environments with minimal effort using mlx.
Industrial customers often vary through their local requirements: Machines are used in different settings or processes. With mlx, models can be tailored to these specifics.
With mlx, your ML-based feature or service is unaffected by machines being temporarily offline. ML Models are deployed on-edge and will run autonomously. Further, machines have an outbound communication and connect with the cloud when they are back online.