Data-driven design and experimental validation of high-precision Ni–Co bimetallic compound-based pseudocapacitor models

A bidirectional database for Ni–Co supercapacitors was built using literature-derived descriptors. ML models (MLP) were developed and experimentally validated, confirming predictive accuracy and offering a scalable data-driven design framework.