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DeepLearning

Deep Learning study repo for me--a beginner

FID Evaluation

To use the FID evaluation, you should download the MnistInceptionV3.pth file from:

  • here, if you are using torch 2
  • here, if you are using torch 1

Environment

package version
python 3.10
torch 2.1.0
torchaudio 2.1.0
torchvision 0.16.0
numpy 1.26.4
Ubuntu 22.04
Driver Version 535.129.03
nvcc -V 11.8
cudnn 8.6.0

Classification

Generation

  1. Diffusion Model 2024.5.5; 2024.9.22 revisit
  2. VAE 2024.6.25
  3. Flow 2024.6.29 has some issues
  4. PixelCNN and Gated PixelCNN 2024.7.1
  5. Transformer 2024.7.3
  6. VQ-VAE 2024.9.13

Todo Lists

  1. Boltzmann Machine
  2. WaveNet
  3. GAN
  4. Conditional generation of diffusion models
  5. Graph Neural Networks

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Deep Learning study repo for me--a beginner

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