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It's Your Data, Master It.
Graph-based Machine Learning with Apache Hugegraph
Overview
Skills Needed
Learn to apply machine learning techniques to graphs with Apache Hugegraph. Explore graph embeddings, graph neural networks, and graph-based recommendation systems with Hugegraph.
Intermediate knowledge of Apache Hugegraph fundamentals
Familiarity with machine learning concepts
Outline
Introduction to Graph-based Machine Learning
Graph Embedding Techniques
Graph Neural Networks (GNNs)
Graph Convolutional Networks (GCNs)
Graph Attention Networks (GATs)
Graph-based Recommendation Systems
Node Classification and Link Prediction
Graph Similarity Learning
Adversarial Attacks on Graphs
Case Studies in Graph-based ML with Hugegraph
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