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Gaussian Processes

Improving Linear System Solvers for Hyperparameter Optimisation in Iterative Gaussian Processes
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Machine Learning Gaussian Processes 🏢 University of Cambridge
Accelerate Gaussian process hyperparameter optimization by up to 72x using novel linear system solver techniques.
Computation-Aware Gaussian Processes: Model Selection And Linear-Time Inference
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Machine Learning Gaussian Processes 🏢 Columbia University
Computation-Aware Gaussian Processes (CaGP) achieve linear-time inference and model selection, enabling efficient training of GPs on large datasets without compromising uncertainty quantification, sur…