neural-tangents

Fast and Easy Infinite Neural Networks in Python (by google)

Neural-tangents Alternatives

Similar projects and alternatives to neural-tangents

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

neural-tangents reviews and mentions

Posts with mentions or reviews of neural-tangents. We have used some of these posts to build our list of alternatives and similar projects. The last one was on 2021-12-15.
  • Any Deep ReLU Network Is Shallow
    1 project | news.ycombinator.com | 23 Jun 2023
    is used to capture the power of a fully-trained deep net of infinite width.

    https://openreview.net/pdf?id=rkl4aESeUH, https://github.com/google/neural-tangents

    > It has long been known that a single-layer fully-connected neural network with an i.i.d. prior over its parameters is equivalent to a Gaussian process (GP), in the limit of infinite network width.

    https://arxiv.org/abs/1711.00165

    And of course, one needs to look back at SVMs applying a kernel function and separating with a line, which looks a lot like an ANN with a single hidden layer followed by a linear mapping.

    https://stats.stackexchange.com/questions/238635/kernel-meth...

  • [R] Training Machine Learning Models More Efficiently with Dataset Distillation
    2 projects | /r/MachineLearning | 15 Dec 2021
    Code for https://arxiv.org/abs/2011.00050 found: https://github.com/google/neural-tangents
  • [D] Relationship Between Kernels, Neural Networks and Gaussian Process
    1 project | /r/MachineLearning | 24 Apr 2021
    I saw that you asked about neural tangent kernels (NTK) in another post yesterday -- be aware that what you're referencing in the present post are "neural network gaussian processes" (NNGP), which is distinct from NTK! The README of https://github.com/google/neural-tangents should help lift confusion. (I also took the term NNGP from there.)
  • [D] neural tangent kernel
    1 project | /r/MachineLearning | 23 Apr 2021
    It's true! There have been dozens of papers published on this topic, some of which are listed here: https://github.com/google/neural-tangents#references
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