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Custom deep learning code for TensorFlow

Project description

DeepSaki

Welcome AI enthuisiasts to DeepSaki, a collection of reusable machine learning code. :muscle::robot::metal:

The ML framework used is tensorflow and the entire code is suitable to run Google's TPUs.

GitHub

Installation

Git

git clone https://github.com/sascha-kirch/DeepSaki.git

Pip

PyPI PyPI - Status PyPI - Downloads

pip install DeepSaki

Content

  • activations
    • ComplexActivation
  • initializer
    • HeAlphaNormal
    • HeAlphaUniform
    • helper
      • MakeInitializerComplex
  • layers
    • GlobalSumPooling2D
    • ReflectionPadding (suitable for TPU)
    • FourierConvolution2D
    • rFFTPooling2D
    • FourierFilter2D
    • FourierPooling2D
    • FFT2D
    • iFFT2D
    • Conv2DBlock
    • Conv2DSplitted
    • DenseBlock
    • DownSampleBlock
    • UpSampleBlock
    • ResidualIdentityBlock
    • ResBlockDown
    • ResBlockUp
    • ScaleLayer
    • ScalarGatedSelfAttention
    • Encoder
    • Bottleneck
    • Decoder
    • helper
      • GetInitializer
      • pad_func
      • dropout_func
      • PlotLayer
  • loss
    • PixelDistanceLoss
    • StructuralSimilarityLoss
  • models
    • LayoutContentDiscriminator
    • PatchDiscriminator
    • ResNet
    • UNet
    • UNetDiscriminator
  • optimizer
    • SWATS_ADAM
    • SWATS_NADAM
  • regularization
    • CutMix
    • CutOut
    • GetMask
  • utils
    • DetectHw
    • EnableXlaAcceleration
    • EnableMixedPrecision

Repo Stats

since 16.04.2022

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