BackPACK
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Getting started

  • How to use BackPACK
  • Example using all extensions

Backpack

  • Supported models
  • Available Extensions
  • Good to know
  • Code examples and use cases
    • First order extensions with a ResNet
    • Diagonal Gauss-Newton Second order optimizer
    • Gradient of backpropagated quantities
    • Hutchinson Trace Estimation
    • Differentially Private SGD.
    • Matrix-free second-order optimization
BackPACK
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  • Code examples and use cases
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Code examples and use casesΒΆ

First order extensions with a ResNet

First order extensions with a ResNet

Diagonal Gauss-Newton Second order optimizer

Diagonal Gauss-Newton Second order optimizer

Gradient of backpropagated quantities

Gradient of backpropagated quantities

Hutchinson Trace Estimation

Hutchinson Trace Estimation

Differentially Private SGD.

Differentially Private SGD.

Matrix-free second-order optimization

Matrix-free second-order optimization

Download all examples in Python source code: use_cases_python.zip
Download all examples in Jupyter notebooks: use_cases_jupyter.zip

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