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README.md

All Things VQ-GAN - A 3 part Video tutorial about most important concepts around VQGAN

Part 1: All Things VQ-GAN - Auto Encoders with emphasis on Latent Space and Reconstruction Error

  • AutoEncoders
    • Latent Space
    • Reconstruction Error
🔥 YouTube Video:  All Things VQ-GAN (Part 1) - AutoEncoder with Lantent Space and Recontruction Error

All Things VQ-GAN (Part 1) - AutoEncoder with Lantent Space and Recontruction Error

Part 2: All Things VQ-GAN - Variational Auto Encoders (VAE) and VQ-VAE

  • Variational AutoEncoders (VAE)
  • Vector Quantised VAE
    • Codebook
🔥 YouTube Video:  All Things VQ-GAN (Part 2) - Variational AutoEncoders and VQ-VAE with Codebook Explanations

All Things VQ-GAN (Part 2) - Variational AutoEncoders and VQ-VAE with Codebook Explanations

Part 3: All Things VQ-GAN - VQ-VAE and GAN

  • Vector Quantised Variational AutoEncoders (VQ-VAE)
  • Generative Adversarial Neural Networks (GANs)
    • Transformer
    • How codebook is used with Transformer Codebook
🔥 YouTube Video:  All Things VQ-GAN (Part 3) - VQ-VAE and GAN with Transformers and Codebook interaction

All Things VQ-GAN (Part 3) - VQ-VAE and GAN with Transformers and Codebook interaction

VQGAN Implementations:

Research Papers

Resources and Articles

Other GitHub repos