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🏸Game theory as an engine for large-scale data analysis
A new look at principal components analysis as a competitive game, where each approximate eigenvector is controlled by the player, whose goal is to maximize his own utility function. As a multi-agent perspective, it has allowed the development of new ideas and algorithms with the efficient use of the latest computing resources, globally scaling datasets. Brief overview https://deepmind.com/blog/article/EigenGame and detailed article https://openreview.net/forum?id=NzTU59SYbNq
Deepmind Game theory as an engine for large-scale data analysis Modern AI systems approach tasks like recognising objects in images and predicting the 3D structure of proteins as a diligent student would prepare for an exam. By training on many example problems, they minimise their mistakes over time until they achieve…
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