Abstract: A data processing method and system for automated construction, resource provisioning, data processing, feature generation, architecture selection, pipeline configuration, hyperparameter optimization, evaluation, execution, production, and deployment of machine learning models in an artificial intelligence solution development lifecycle. In accordance with various embodiments, a graphical user interface of an end user application is configured to provide a pre-configured template comprises an automated ML framework for data import, data preparation, data transformation, feature generation, algorithms selection, hyperparameters tuning, models training, evaluation, interpretation, and deployment to an end user. A configurable workflow is configured to enable a user to assemble one or more transmissible AI build/products containing one or more pipelines and/or ML models for executing one or more AI solutions.

Abstract: A data processing method and system for automated construction, resource provisioning, data processing, feature generation, architecture selection, pipeline configuration, hyperparameter optimization, evaluation, execution, production, and deployment of machine learning models in an artificial intelligence solution development lifecycle. In accordance with various embodiments, a graphical user interface of an end user application is configured to provide a pre-configured template comprises an automated ML framework for data import, data preparation, data transformation, feature generation, algorithms selection, hyperparameters tuning, models training, evaluation, interpretation, and deployment to an end user. A configurable workflow is configured to enable a user to assemble one or more transmissible AI build/products containing one or more pipelines and/or ML models for executing one or more AI solutions.

Abstract: An operating system (OS) and methods via a software development kit for constructing and managing the full artificial intelligence (AI) or machine learning (ML) product development lifecycle. Embodiments of the present disclosure provide for an integrated computing environment comprising one or more software components call blocks, each pre-loaded with an AI OS intelligent functionality. In accordance with certain aspects of the present disclosure, blocks may be linked in a sequential, parallel, or complex topology to form a pipeline for enabling user-friendly data science experimentation, exploration, analytic model execution, prototyping, pipeline construction, and deployment using a GUI. The OS may incorporate an execution engine for constructing and/orchestrating the execution of a pipeline enabling automatic provisioning of optimal computing resources.

Abstract: The present invention generally relates to a system for measurement, planning, monitoring and execution of advertisements on out-of-home media. The invention provides a method by which greater eyeball content is ensured to out-of-home media assets thereby benefiting advertisers and ensuring efficient advertising budget spend.

Abstract: The present invention generally relates to a system for measurement, planning, monitoring and execution of advertisements on out-of-home media. The invention provides a method by which greater eyeball content is ensured to out-of-home media assets thereby benefiting advertisers and ensuring efficient advertising budget spend.

Abstract: A system and method of managing enterprise information technology systems using autonomic social computing is described herein. The system comprises a configuration management database containing not only configuration parameters relating to individual components within the system, but also data regarding relationships between these components. This data is compiled and monitored using a correlation engine, a confidence engine, and a social discovery engine working in conjunction with each other to maintain threshold performance parameters set by management personnel. Configuration management reports for IT management personnel are also generated by the system.