EVA ICS® Machine Learning kit is a set of tools for data engineers to easily collect and process data from :doc:`EVA ICS <../eva4/index>` instances. The kit supports all popular data-frame formats: Polars, Pandas etc.
The kit contains client modules for Python and R, which can be used without any restrictions and a server part which must be purchased separately.
If there is no ML kit server installed, client modules can work via :doc:`../eva4/svc/eva-hmi`, providing the very similar functionality, except the HMI service can not provide the same efficiency for data collection speed and memory usage.
EVA ICS ML kit works with :doc:`../eva4/index` only.
.. toctree:: :caption: EVA ICS ML kit documentation :maxdepth: 1 server/index client/py/index client/R/index learning/regression/index