The Neo4j Graph Platform is a powerful tool for data science, offering several benefits such as easy-to-use low-code and no-code tools, integrations, workflows, and quick onboarding via cloud. The platform includes the Neo4j Graph Data Science library, which provides algorithms and machine learning capabilities to answer business critical questions and improve predictions. The CORA dataset is used to demonstrate the effectiveness of Neo4j Graph Data Science in predicting paper categories with high accuracy. The Graph Data Science library enables users to build knowledge graphs, detect outliers, clusters, and trends, and predict the future by feeding machine learning models with graph features. The platform also supports various connectors, including Apache Spark and Apache Kafka, and provides developer tools such as Neo4j Desktop and Neo4j Browser. By leveraging the Neo4j Graph Data Science library, users can gain several points of accuracy in predicting paper categories and improve their overall data science capabilities.