All Things VQGAN (Part 1/3) - AutoEncoder with Latent Space and Reconstruction Error
2.4 هزار بار بازدید -
2 سال پیش
-
In this 3 Part series,
In this 3 Part series, you will learn about all the important components specific to VQGAN. The content for all 3 parts are as below:
---- This video : Part 1/3 -----------------------------------
Part 1: All Things VQGAN - AutoEncoder with Latent Space and Reconstruction Error
AutoEncoders
Latent Space
Reconstruction Error
---------------- PART 2/3 and 3/3 of this series ----------------------
Part 2: All Things VQGAN - Variational AutoEncoder (VAE) and VQ-VAE (All Things VQGAN (Part 2/3) - Variati...)
Variational AutoEncoder (VAE)
Vector Quantized VAE
Codebook
Part 3: All Things VQ-GAN - VQ-VAE and GAN (All Things VQGAN (Part 3/3) - VQ-VAE ...)
Vector Quantized Variational AutoEncoder (VQ-VAE)
Generative Adversarial Neural Networks (GANs)
Transformer
How codebook is used with Transformer Codebook
GitHub Resources:
https://github.com/prodramp/DeepWorks...
▬▬▬▬▬▬ ⏰ TUTORIAL TIME STAMPS ⏰ ▬▬▬▬▬▬
(00:00) Topic Introduction
(01:52) All 3 videos content
(03:58) AutoEncoder (AE) Intro
(08:40) AE Explanation with Example
(11:26) Latent Space
(12:20) Latent Space Deep dive
(14:00) Latent Space in AI world
(16:38) AE and Reconstruction Loss
(18:11) Reconstruction Loss Defined
(18:45) GitHub Resources
(19:08) Recap and 2nd Part Intro
Connect
------------------
Prodramp LLC (@prodramp)
Website - https://prodramp.com
LinkedIn - LinkedIn: prodramp
GitHub- https://github.com/prodramp/
AngelList - https://angel.co/company/prodramp
Facebook - Facebook: Prodramp
Content Creator: Avkash Chauhan (@avkashchauhan)
LinkedIn: avkashchauhan
Twitter: avkashchauhan
Tags:
#vqgan #ai #vqvae #cnn #ml #lime #aicloud #h2oai #driverlessai #machinelearning #cloud #mlops #model #collaboration #deeplearning #modelserving #modeldeployment #pytorch #datarobot #datahub #streamlit #modeltesting #codeartifact #dataartifact #modelartifact #onnx #aws #kaggle #mapbox #lightgbm #xgboost #classification #dataengineering #pandas #keras #tensorflow #tensorboard #cnn #prodramp #avkashchauhan #LIME #mli #xai
Part 1: All Things VQGAN - AutoEncoder with Latent Space and Reconstruction Error
AutoEncoders
Latent Space
Reconstruction Error
Part 2: All Things VQGAN - Variational AutoEncoder (VAE) and VQ-VAE (All Things VQGAN (Part 2/3) - Variati...)
Variational AutoEncoder (VAE)
Vector Quantized VAE
Codebook
Part 3: All Things VQ-GAN - VQ-VAE and GAN (All Things VQGAN (Part 3/3) - VQ-VAE ...)
Vector Quantized Variational AutoEncoder (VQ-VAE)
Generative Adversarial Neural Networks (GANs)
Transformer
How codebook is used with Transformer Codebook
GitHub Resources:
https://github.com/prodramp/DeepWorks...
▬▬▬▬▬▬ ⏰ TUTORIAL TIME STAMPS ⏰ ▬▬▬▬▬▬
(00:00) Topic Introduction
(01:52) All 3 videos content
(03:58) AutoEncoder (AE) Intro
(08:40) AE Explanation with Example
(11:26) Latent Space
(12:20) Latent Space Deep dive
(14:00) Latent Space in AI world
(16:38) AE and Reconstruction Loss
(18:11) Reconstruction Loss Defined
(18:45) GitHub Resources
(19:08) Recap and 2nd Part Intro
Connect
------------------
Prodramp LLC (@prodramp)
Website - https://prodramp.com
LinkedIn - LinkedIn: prodramp
GitHub- https://github.com/prodramp/
AngelList - https://angel.co/company/prodramp
Facebook - Facebook: Prodramp
Content Creator: Avkash Chauhan (@avkashchauhan)
LinkedIn: avkashchauhan
Twitter: avkashchauhan
Tags:
#vqgan #ai #vqvae #cnn #ml #lime #aicloud #h2oai #driverlessai #machinelearning #cloud #mlops #model #collaboration #deeplearning #modelserving #modeldeployment #pytorch #datarobot #datahub #streamlit #modeltesting #codeartifact #dataartifact #modelartifact #onnx #aws #kaggle #mapbox #lightgbm #xgboost #classification #dataengineering #pandas #keras #tensorflow #tensorboard #cnn #prodramp #avkashchauhan #LIME #mli #xai
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