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3. Learned Parameter Network Surface Plotting
austin edited this page Aug 21, 2023
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Here we discuss visualization of the trained parameter networks. We plot surfaces of the parameter values as functions of pairs of its components. This portion of the pipeline isn't necessary, but it grants insight into the nature of these learned parameters, the inferred equations, and the system as a whole. It also plays a role of developing the practitioner's understanding of their system and the trained models, providing an effective but quick way to sanity check results.
Developing an intuitive understanding and interpretation of the dynamics of the parameters estimated by the neural networks is important for further analysis.