Machine Learning kit server
EVA ICS ML kit server is a EVA ICS v4 service which collects, prepares and outputs time-series data frames.
The server converts long-format data, provided by SCADA into wide-format data, required for typical data engineering tasks
Data can be collected from multiple databases at once and in parallel
The server provides a dedicated EAPI (via BUS/RT) and HTTP API for data streams which can be used on client side to form huge data frames with low costs of resources
Data is pre-processed and prepared on the server side
For data modelling and testing purposes the server can also push data from data frames or files back to connected databases.
Supported data formats:
Apache Arrow IPC streams
Apache Arrow IPC files (upload only)
CSV (comma-separated values only)