In some implementations, a system may obtain, using a configuration manager, a configuration file associated with a multi-layer model platform, the configuration file comprising one or more parameter values associated with one or more parameters, wherein the one or more parameters are associated with at least one data source, at least one model algorithm, a model structure, at least one model running environment, and at least one model dependency. The system may generate, using the configuration manager in association with the configuration file, a multi-layer model instance. The system may deploy the multi-layer model instance in the at least one model running environment.