eigenlearning

codebase for "A Theory of the Inductive Bias and Generalization of Kernel Regression and Wide Neural Networks" (by james-simon)

Eigenlearning Alternatives

Similar projects and alternatives to eigenlearning based on common topics and language

NOTE: The number of mentions on this list indicates mentions on common posts plus user suggested alternatives. Hence, a higher number means a better eigenlearning alternative or higher similarity.

eigenlearning reviews and mentions

Posts with mentions or reviews of eigenlearning. We have used some of these posts to build our list of alternatives and similar projects. The last one was on 2022-01-08.
  • Neural Architecture Search (NAS) [D]
    2 projects | /r/MachineLearning | 8 Jan 2022
    In addition to using a validation set, there is research w.r.t. the neural tangent kernel which claims that metrics correlated to both training speed and generalization can be computed from the NTK. This would then remove/reduce the need for training as one can substitute it with computing the NTK. I don’t have a complete list of references, but here is one example and another where they have applied NTK (and number of linear regions) to NAS.
  • [R] Neural Tangent Kernel Eigenvalues Accurately Predict Generalization
    1 project | /r/ResearchML | 26 Oct 2021
    3 projects | /r/MachineLearning | 25 Oct 2021
    Code for https://arxiv.org/abs/2110.03922 found: https://github.com/james-simon/eigenlearning
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    www.influxdata.com | 5 May 2024
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Basic eigenlearning repo stats
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3.3
about 1 year ago

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