
Jonathan Jenkins
CTO and mathematician specializing in machine learning
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759 connectionsSummary
Work
Education
Writing
Complex Hanner's Inequality for Many Functions
April 1, 2024Establishes Hanner's inequality for arbitrarily many functions in the setting where the Rademacher distribution is replaced with higher-dimensional random vectors uniform on Euclidean spheres; published in Israel Journal of Mathematics.
Deep Learning Weight Pruning with RMT-SVD: Increasing Accuracy and Reducing Overfitting
March 1, 2023Proposes using random matrix theory (RMT) techniques and SVD-based methods to determine which and how many singular values to remove from neural network weight layers during training to reduce overfitting and improve accuracy.
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