Abstract: In variants, the AI/ML development system can include one or more applications, wherein each application can include: one or more components and one or more state storages. Each application can optionally include one or more event loops, one or more shared storages, and/or one or more time schedulers.

Abstract: In variants, the AI/ML development system can include one or more applications, wherein each application can include: one or more components and one or more state storages. Each application can optionally include one or more event loops, one or more shared storages, and/or one or more time schedulers.

Abstract: A modularized model interaction system and method of use, including an orchestrator, a set of hardware modules each including a standard set of hardware submodules with hardware-specific logic, and a set of model modules each including a standard set of model submodules with model-specific logic. In operation, the orchestrator determines a standard set of submodule calls to the standard submodules of a given hardware module and model module to implement model interaction on hardware associated with the hardware module.

Abstract: A modularized model interaction system and method of use, including an orchestrator, a set of hardware modules each including a standard set of hardware submodules with hardware-specific logic, and a set of model modules each including a standard set of model submodules with model-specific logic. In operation, the orchestrator determines a standard set of submodule calls to the standard submodules of a given hardware module and model module to implement model interaction on hardware associated with the hardware module.

Abstract: In variants, the AI/ML development system can include one or more applications, wherein each application can include: one or more components and one or more state storages. Each application can optionally include one or more event loops, one or more shared storages, and/or one or more time schedulers.

Abstract: A system for large-scale machine learning experiment execution, including: a platform configured to determine an experiment set from a run specification and schedule a run to one or more clusters; and a set of agents configured to receive the experiment set from the platform and facilitate individual experiment execution through a cluster orchestrator.

Abstract: A modularized model interaction system and method of use, including an orchestrator, a set of hardware modules each including a standard set of hardware submodules with hardware-specific logic, and a set of model modules each including a standard set of model submodules with model-specific logic. In operation, the orchestrator determines a standard set of submodule calls to the standard submodules of a given hardware module and model module to implement model interaction on hardware associated with the hardware module.

Abstract: A system for large-scale machine learning experiment execution, including: a platform configured to determine an experiment set from a run specification and schedule a run to one or more clusters; and a set of agents configured to receive the experiment set from the platform and facilitate individual experiment execution through a cluster orchestrator.

Abstract: A modularized model interaction system and method of use, including an orchestrator, a set of hardware modules each including a standard set of hardware submodules with hardware-specific logic, and a set of model modules each including a standard set of model submodules with model-specific logic. In operation, the orchestrator determines a standard set of submodule calls to the standard submodules of a given hardware module and model module to implement model interaction on hardware associated with the hardware module.

Abstract: A system for large-scale machine learning experiment execution, including: a platform configured to determine an experiment set from a run specification and schedule a run to one or more clusters; and a set of agents configured to receive the experiment set from the platform and facilitate individual experiment execution through a cluster orchestrator.

Abstract: A modularized model interaction system and method of use, including an orchestrator, a set of hardware modules each including a standard set of hardware submodules with hardware-specific logic, and a set of model modules each including a standard set of model submodules with model-specific logic. In operation, the orchestrator determines a standard set of submodule calls to the standard submodules of a given hardware module and model module to implement model interaction on hardware associated with the hardware module.

Abstract: The field of the invention relates generally to a plunging system including, inter alia, a plunger having a handle and a plunger member, the handle having first and second opposed ends with the plunger member being coupled to the second end of the handle; and a receptacle, having a top portion coupled to a body portion, the body portion including a recess defining support regions cincturing the recess, and a body portion coupled to a neck portion, the neck portion including a second recess defining a second supporting region cincturing the second recess, with a segment of the top portion in superimposition with the recess of the body portion defining a chamber, with the receptacle being coupled to the first end of the handle such that the handle is positioned within the recess of the neck portion, with the chamber comprising a plurality of bags positioned therein that may be dispensed from the receptacle.

Abstract: The field of the invention relates generally to a plunging system including, inter alia, a plunger having a handle and a plunger member, the handle having first and second opposed ends with the plunger member being removably coupled to the second end of the handle; and a receptacle, having a top portion coupled to a body portion, the body portion including first and second recesses defining first and second support regions, the first support region cincturing the first recess and second support region cincturing the first support region and the first and second recesses, with a segment of the top portion in superimposition with the second recess defining a chamber, with the receptacle being coupled to the first end of the handle such that the handle is positioned within the first recess, with the chamber comprising a plurality of bags positioned therein that may be dispensed from the receptacle.

Abstract: The field of the invention relates generally to a plunging system including, inter alia, a plunger having a handle and a plunger member, the handle having first and second opposed ends with the plunger member being removably coupled to the second end of the handle; and a receptacle, having a top portion coupled to a body portion, the body portion including first and second recesses defining first and second support regions, the first support region cincturing the first recess and second support region cincturing the first support region and the first and second recesses, with a segment of the top portion in superimposition with the second recess defining a chamber, with the receptacle being coupled to the first end of the handle such that the handle is positioned within the first recess, with the chamber comprising a plurality of bags positioned therein that may be dispensed from the receptacle.

Abstract: The field of the invention relates generally to a plunging system including, inter alia, a plunger having a handle and a plunger member, the handle having first and second opposed ends with the plunger member being coupled to the second end of the handle; and a receptacle, having a top portion coupled to a body portion, the body portion including a recess defining support regions cincturing the recess, and a body portion coupled to a neck portion, the neck portion including a second recess defining a second supporting region cincturing the second recess, with a segment of the top portion in superimposition with the recess of the body portion defining a chamber, with the receptacle being coupled to the first end of the handle such that the handle is positioned within the recess of the neck portion, with the chamber comprising a plurality of bags positioned therein that may be dispensed from the receptacle.