Two inversions illustrating the effect of underfitting and

Two inversions illustrating the effect of underfitting and overfitting

Three-dimensional magnetotelluric inversion using L-BFGS

What is underfitting overfitting and how to solve 2 issues, by Tinparnus

Application and effects of physics-based and non-physics-based regularizations in artificial intelligence-based surrogate modelling for highly compressible subsurface flow - ScienceDirect

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Deep learning in hydrology and water resources disciplines: concepts, methods, applications, and research directions - ScienceDirect

Machine learning assisted crustal velocity proxy: A case study over the Tibetan Plateau and its surroundings - ScienceDirect

2D magnetotelluric inversion based on ResNet - ScienceDirect

PDF) 5. Inversion for Applied Geophysics: A Tutorial

3D inversion of an integrated ground-based and waterborne transient electromagnetic survey

Overfitting - Wikipedia

Illustrations of high bias and high variance models. A toy dataset was

Modeling interfacial tension of surfactant–hydrocarbon systems using robust tree-based machine learning algorithms

Frontiers Lithofacies logging identification for strongly heterogeneous deep-buried reservoirs based on improved Bayesian inversion: The Lower Jurassic sandstone, Central Junggar Basin, China

Metaheuristic algorithm integrated neural networks for well-test analyses of petroleum reservoirs