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