Shypd.aiThe largest open index of AI toolsStellarGraph is an open-source Python library for machine learning on graphs and networks. It offers state-of-the-art algorithms for tasks like node classification, link prediction, and graph classification, built on TensorFlow 2 and Keras.
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StellarGraph is a comprehensive Python library designed for machine learning on various types of graphs and networks. It provides a rich collection of state-of-the-art algorithms, including GraphSAGE, GCN, GAT, Node2Vec, and Metapath2Vec, enabling users to perform tasks such as representation learning for nodes and edges, classification of nodes or entire graphs, and link prediction. The library supports diverse graph structures, from homogeneous to heterogeneous and knowledge graphs, and integrates seamlessly with TensorFlow 2, Keras, Pandas, and NumPy. This makes it user-friendly, modular, and extensible, allowing for smooth interoperability with existing machine learning workflows and easy augmentation of its core algorithms.
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