Abstract: A process flow for model-based applications, including: receiving data from one or more data sources; applying at least one first transformation on at least a portion of the data to generate transformed input data encoded according to a predefined format; providing the transformed input data to an executed instance of a model facilitating a prediction associated with the data; and exposing access to application data based on an output associated with the model.

Abstract: Standardized model packaging and deployment, including: generating a model package comprising: model definition data for a model; function code facilitating execution of the model; and at least one interface for at least one operating system.

Abstract: Standardized model packaging and deployment, including: generating a model package comprising: model definition data for a model; function code facilitating execution of the model; and at least one interface for at least one operating system.

Abstract: Distributed model execution, including: identifying, for each model of a plurality of models, based on one or more execution constraints for the plurality of models, a corresponding node of a plurality of nodes, wherein the plurality of nodes each comprise one or more computing devices or one or more virtual machines; deploying each model of the plurality of models to the identified corresponding node of the plurality of nodes; and wherein the plurality of models are configured to generate, based on data input to at least one model of the plurality of models, a prediction associated with the data.

Abstract: A process flow for model-based applications, including: receiving data from one or more data sources; applying at least one first transformation on at least a portion of the data to generate transformed input data encoded according to a predefined format; providing the transformed input data to an executed instance of a model facilitating a prediction associated with the data; and exposing access to application data based on an output associated with the model.