US Patent Application 18003875. MACHINE LEARNING PIPELINE simplified abstract
Contents
MACHINE LEARNING PIPELINE
Organization Name
Microsoft Technology Licensing, LLC
Inventor(s)
Martin Philip Grayson of Cambridge (GB)
Cecily Peregrine Borgatti Morrison of Cambridge (GB)
MACHINE LEARNING PIPELINE - A simplified explanation of the abstract
- This abstract for appeared for US patent application number 18003875 Titled 'MACHINE LEARNING PIPELINE'
Simplified Explanation
This abstract describes a tool that can be used to analyze and modify a machine learning pipeline. The pipeline consists of multiple stages, each of which takes an input state and produces an output state. The output state of each stage, except the last one, is passed on as the input state to the next stage. Some stages have adjustable parameters that can affect the mapping of the input state to the output state.
The tool includes a data interface that reads the output state of the pipeline, which is referred to as "probed pipeline data". It also includes a user interface module that presents information about the probed pipeline data to the user through a user interface. The user interface module provides controls that allow the user to adjust the parameters of one or more stages in the pipeline based on the presented information.
Original Abstract Submitted
A tool for probing a machine learning pipeline, wherein each pipeline stage performs a respective mapping of a respective input state to a respective output state, and each but the last provides its output state on to the input state to a respective successive stage in the pipeline. At least one pipeline stage has one or more adjustable parameters which affect the respective mapping. The tool comprises: a data interface for reading probed pipeline data from the pipeline, the probed data comprising at least some of the output state of at least one pipeline stage; and a user interface module configured to present information on the probed pipeline data to a user through a user interface, and to provide at least one user interface control enabling the user to adjust one or more parameters of at least one of the stages in the pipeline based on the presented information.
