Abstract: Sensor data is received characterizing operational data associated with a machine. A data analytic specification is received from a user. The received operational data can be processed using the data analytic. A visual representation of the processed operational data can be rendered, within a graphical user interface display space. A digital model characterizing the machine can be generated based on user input received in the graphical user interface. Additional sensor data can be received. The digital model can be updated based on the received additional sensor data. A recommendation for modifying an input value and/or an operational parameter of the machine can be determined using the updated model. The recommendation can be rendered within the graphical user interface space. Related apparatus, systems, techniques and articles are also described.

Abstract: In some embodiments, a selection of one or more data tags of a dataset can be received via a graphical user interface (GUI). The data tags can correspond to data in the dataset, and the data can include training data and testing data. A selection of one or more analytics model building techniques can also be received via the GUI. Then, a data processor can build plurality of analytics models using the training data. Each of the one or more selected analytics model building techniques can be used to build at least one analytics model. After building the plurality of analytics models, the data processor can calculate a performance of each of the plurality of analytics models using the testing data. Based on the calculated performance of each of the plurality of analytics models, the GUI can display a comparison of each of the plurality of analytics models.

Abstract: Sensor data is received characterizing operational data associated with a machine. A data analytic specification is received from a user. The received operational data can be processed using the data analytic. A visual representation of the processed operational data can be rendered, within a graphical user interface display space. A digital model characterizing the machine can be generated based on user input received in the graphical user interface. Additional sensor data can be received. The digital model can be updated based on the received additional sensor data. A recommendation for modifying an input value and/or an operational parameter of the machine can be determined using the updated model. The recommendation can be rendered within the graphical user interface space. Related apparatus, systems, techniques and articles are also described.