With the development of educational informatization, learners are shifting from traditional linear reading to structured, visual, and interactive exploration. Taking Computer Network and a simple introduction to computer networks as research objects, this paper constructs a knowledge graph using Neo4j and designs a browser-based visualization system with ECharts. The system adopts an embedded Neo4j solution, preloading .dump files and packaging with a built-in JRE for one-click cross-platform deployment. It realizes functions such as graph loading, interactive display, dynamic refresh, and health check. The paper details the design of backend APIs, frontend rendering logic, and exception handling mechanisms. Multiple rounds of testing confirm that the system can stably load and interact with graphs, supporting scenarios with up to 1000 nodes and 1500 edges, This not only helps learners better organize fragmented knowledge and grasp the logical relationships between concepts but also effectively enhances the efficiency of knowledge review.
Knowledge Graph Visualization; Embedded Neo4j; ECharts; Flask Framework; Computer Network Teaching, Cross-platform Deployment; User Interaction; Data Rendering.
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