Examples ======== This section provides practical examples of how to use the Nanoparticle Library (NPL) to train models, extract features, and optimize nanoparticle structures. Training a Topological Descriptor Model ---------------------------------------- For a detailed tutorial on training a model using Topological Descriptors, please refer to the following document: .. toctree:: :maxdepth: 1 examples/train_top.rst Optimization of the chemical ordering a nanoalloy ------------------------------------------------ For a detailed tutorial on training a model using Topological Descriptors, please refer to the following document: .. toctree:: :maxdepth: 1 examples/global_optimization.rst Optimization of the chemical ordering a multimetallic nanoparticle ------------------------------------------------------------------- For a detailed tutorial on training a model using the Extended Topological Descriptors and optimize the chemical ordering of a multimetallic nanoalloys please refer to the following document: .. toctree:: :maxdepth: 1 examples/multimet_go.rst Loading a Pretrained TOP Model and Performing Chemical Ordering Optimization --------------------------------------------------------------------------- This tutorial demonstrates how to load a pretrained TOP model and perform a chemical ordering optimization using the `npl` library. .. toctree:: :maxdepth: 1 examples/loading_pretrain_top.rst