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Data Skeptic

Optimizing Supply Chains with GNN

Jan 15, 2025
Thibaut Vidal, a professor at Polytechnique Montreal, specializes in using advanced algorithms and machine learning for supply chain optimization. He discusses how graph-based methods can revolutionize logistics by improving routing and decision-making. The conversation highlights the effectiveness of Graph Neural Networks in predicting delivery costs for companies like UPS and Amazon. Thibaut also emphasizes the potential of these advanced techniques to cut costs, enhance efficiency, and create better working conditions through smarter route planning.
38:04

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Quick takeaways

  • Graph Neural Networks can significantly enhance supply chain efficiency by improving routing strategies and optimizing districting for companies like UPS or Amazon.
  • Leveraging diverse data types allows organizations to make real-time strategic decisions, improving responsiveness to market changes and operational performance.

Deep dives

The Impact of Graph Structures on Supply Chains

Graph data structures play a crucial role in enhancing supply chain efficiency by visualizing complex relationships and dependencies within the network. Supply chains generate vast amounts of data, which can be represented through nodes and edges, enabling a clearer understanding of operations. For instance, the famous incident involving the Evergreen ship blocking the Suez Canal serves as an example of how graph centrality can illustrate bottlenecks in global networks. This structured approach allows for an exploration of better routing strategies and the identification of critical areas for optimization in supply chains.

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