Inference
The inference process in Machine Learning can be visualized using the following simplified diagram:
%%{init: {"flowchart": {"htmlLabels": false}} }%%
graph LR
A["Input: x"] --> B["Machine Learning Model: f(x)"]
B --> C["Output: Y"]
style A fill:#E6F3FF,stroke:#333,stroke-width:2px
style B fill:#FFD6A5,stroke:#333,stroke-width:2px
style C fill:#E6F3FF,stroke:#333,stroke-width:2px
In this diagram:
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x represents the new input data
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f(x) is the trained machine learning model
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Y is the output or prediction made by the model
The inference process involves applying the trained model f(x) to new input data x to generate predictions or outputs y.