Udemy - Image Super-Resolution GANs

  • CategoryOther
  • TypeTutorials
  • LanguageEnglish
  • Total size2.7 GB
  • Uploaded Byfreecoursewb
  • Downloads35
  • Last checkedFeb. 06th '22
  • Date uploadedFeb. 04th '22
  • Seeders 5
  • Leechers7

Infohash : 05336494FAB44A8F1577FAC2AC5BB4BE19C66B51

Image Super-Resolution GANs



https://DevCourseWeb.com

MP4 | Video: h264, 1280x720 | Audio: AAC, 44.1 KHz, 2 Ch
Genre: eLearning | Language: English + srt | Duration: 24 lectures (2h 31m) | Size: 2.6 GB

Enhance/upsample images with Generative Adversarial Networks using Python and Tensorflow 2.0

What you'll learn
Create a generator architecture that upsamples an image by 4 times in each dimension
Create a discriminator architecture that scores both realism and fidelity to the original image
Modify custom written Keras layers to accept input images of any size without rebuilding the model
Train the models on a Cloud TPU through Google CoLab
Use the trained generator in a practical application to upsample your own images

Requirements
My "High Resolution Generative Adversarial Networks (GANs)" course
Python experience
Convolutional neural network experience
Basic familiarity with TensorFlow 2.0 and Keras

Files:

[ DevCourseWeb.com ] Udemy - Image Super-Resolution GANs
  • Get Bonus Downloads Here.url (0.2 KB)
    • ~Get Your Files Here ! 01 - Introduction
    • 001 Introduction.mp4 (18.3 MB)
    • 001 Introduction_en.srt (0.9 KB)
    • 002 Prerequisites.mp4 (16.7 MB)
    • 002 Prerequisites_en.srt (1.3 KB)
    • 003 Getting the Most Out of This Course.mp4 (19.0 MB)
    • 003 Getting the Most Out of This Course_en.srt (1.3 KB)
    • 004 What is Super-resolution.mp4 (49.9 MB)
    • 004 What is Super-resolution_en.srt (2.7 KB)
    • external-assets-links.txt (0.9 KB)
    02 - Model Architecture
    • 001 Generator - High Level.mp4 (102.3 MB)
    • 001 Generator - High Level_en.srt (5.6 KB)
    • 002 Generator - Handling a Variety of Image Sizes.mp4 (84.7 MB)
    • 002 Generator - Handling a Variety of Image Sizes_en.srt (5.1 KB)
    • 003 Generator - Details.mp4 (107.6 MB)
    • 003 Generator - Details_en.srt (6.7 KB)
    • 004 Discriminator - High Level.mp4 (129.5 MB)
    • 004 Discriminator - High Level_en.srt (7.5 KB)
    • 005 Discriminator - Details.mp4 (32.7 MB)
    • 005 Discriminator - Details_en.srt (1.9 KB)
    • 006 Generator - Code.mp4 (93.5 MB)
    • 006 Generator - Code_en.srt (6.5 KB)
    • 007 Handling Various Image Sizes - Code.mp4 (52.5 MB)
    • 007 Handling Various Image Sizes - Code_en.srt (4.0 KB)
    • 008 Discriminator - Code.mp4 (50.2 MB)
    • 008 Discriminator - Code_en.srt (3.8 KB)
    • external-assets-links.txt (0.3 KB)
    03 - Training
    • 001 Loss Function.mp4 (213.8 MB)
    • 001 Loss Function_en.srt (13.1 KB)
    • 002 Training Overview.mp4 (175.7 MB)
    • 002 Training Overview_en.srt (10.8 KB)
    • 003 Training Loop Code.mp4 (113.6 MB)
    • 003 Training Loop Code_en.srt (8.8 KB)
    • 004 Training Loop Code - Resizing and Cropping.mp4 (106.3 MB)
    • 004 Training Loop Code - Resizing and Cropping_en.srt (8.1 KB)
    • 005 Training Setup Code.mp4 (224.3 MB)
    • 005 Training Setup Code_en.srt (17.3 KB)
    • 006 Visualizer Code.mp4 (131.5 MB)
    • 006 Visualizer Code_en.srt (8.9 KB)
    • 007 Main Training Script and Colab Notebook.mp4 (146.6 MB)
    • 007 Main Training Script and Colab Notebook_en.srt (10.5 KB)
    • 008 Visualizations.mp4 (273.9 MB)
    • 008 Visualizations_en.srt (16.7 KB)
    • external-assets-links.txt (0.8 KB)
    04 - Super-resolution in Action!
    • 001 Main Upsampling Script.mp4 (162.6 MB)
    • 001 Main Upsampling Script_en.srt (12.7 KB)
    • 002 Results!.mp4 (218.7 MB)
    • 002 Results!_en.srt (12.4 KB)
    • 003 Limitation, Tips, and Tricks.mp4 (184.1 MB)
    • 003 Limitation, Tips, and Tricks_en.srt (11.1 KB)
    • 004 Conclusion.mp4 (12.1 MB)
    • 004 Conclusion_en.srt (0.6 KB)
    • external-assets-links.txt (0.3 KB)
    • Bonus Resources.txt (0.4 KB)

Code:

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