Somesh Misra / ERP.ai
@MathproBro
chief researcher at http://erp.ai | working at the intersection of business processes, neural network topologies & machine learning
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GraphCast, Deepmind's weather forecast model is fully GNN based. How? Earth’s atmosphere is a graph. Nodes = Locations Edges = Spatial relationships Features = Temp, wind, pressure The model learns to forecast weather through GNN message passing, not math-crunching.
Unpopular Opinion (but true): GNN-Graph Attention Networks (GATs) > Transformers for many real-world domains Why? Because not everything is a sequence. - Business Processes - Knowledge Graphs - Molecules - Supply Chains - Social Networks These are graphs, not sentences.…
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