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TORRENT DETAILS
Udemy - Mastering Neural Style Transfer - Tensorflow, Keras And Python
TORRENT SUMMARY
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Hands-on Neural Style Transfer: Creating Artistic Images using Tensorflow, Keras, Python, and Google Colab
What you'll learn Understand Neural Style Transfer and its application in combining content and style in images. Learn to implement Neural Style Transfer algorithms using Python and Keras. Gain proficiency in image preprocessing techniques and using pre-trained models like VGG19. Understand the concept of loss functions and their role in style transfer optimization. Acquire skills in optimizing style transfer using an optimizer with learning rate decay. Learn to save and display generated images during the optimization process. Gain practical experience in implementing Neural Style Transfer algorithms.
Requirements Familiarity with Python programming language (basic knowledge is sufficient)
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FILE LIST
Filename
Size
~Get Your Files Here !/1 - Fundamentals/1 - Introduction.mp4
20.1 MB
~Get Your Files Here !/1 - Fundamentals/2 - What is Neural Style Transfer.mp4
20.4 MB
~Get Your Files Here !/1 - Fundamentals/3 - About this Project.mp4
15.1 MB
~Get Your Files Here !/1 - Fundamentals/4 - Why Should we Learn.mp4
36 MB
~Get Your Files Here !/1 - Fundamentals/5 - Applications.mp4
44.6 MB
~Get Your Files Here !/1 - Fundamentals/6 - Why Keras and Python.mp4
7.8 MB
~Get Your Files Here !/1 - Fundamentals/7 - Why Google Colab.mp4
6 MB
~Get Your Files Here !/2 - Model Building and Prediction/10 - Activate GPU.mp4
8.3 MB
~Get Your Files Here !/2 - Model Building and Prediction/11 - Checking the availability and usage of GPUs.mp4
11.4 MB
~Get Your Files Here !/2 - Model Building and Prediction/12 - Mount Google Drive to Google Colab.mp4
5.6 MB
~Get Your Files Here !/2 - Model Building and Prediction/13 - Necessary library imports.mp4
8.8 MB
~Get Your Files Here !/2 - Model Building and Prediction/14 - Setting the directory path.mp4
11.2 MB
~Get Your Files Here !/2 - Model Building and Prediction/15 - Displaying the base image and the style reference.mp4
6.7 MB
~Get Your Files Here !/2 - Model Building and Prediction/16 - Defining the desired dimensions.mp4
5.6 MB
~Get Your Files Here !/2 - Model Building and Prediction/17 - Preprocesses an image.mp4
9 MB
~Get Your Files Here !/2 - Model Building and Prediction/18 - Convert the generated image back to its original format.mp4
9.7 MB
~Get Your Files Here !/2 - Model Building and Prediction/19 - Calculate the Gram matrix.mp4
8.6 MB
~Get Your Files Here !/2 - Model Building and Prediction/20 - Calculates the style loss.mp4
7.6 MB
~Get Your Files Here !/2 - Model Building and Prediction/21 - Calculates the content loss.mp4
3.7 MB
~Get Your Files Here !/2 - Model Building and Prediction/22 - Calculates the total variation loss.mp4
5.5 MB
~Get Your Files Here !/2 - Model Building and Prediction/23 - Loading the VGG19.mp4
6.5 MB
~Get Your Files Here !/2 - Model Building and Prediction/24 - Creating a dictionary.mp4
4.2 MB
~Get Your Files Here !/2 - Model Building and Prediction/25 - Building a feature extraction model.mp4
6 MB
~Get Your Files Here !/2 - Model Building and Prediction/26 - Define the names of the style layers and the content layer.mp4
6.6 MB
~Get Your Files Here !/2 - Model Building and Prediction/27 - Set the weights.mp4
4.7 MB
~Get Your Files Here !/2 - Model Building and Prediction/28 - Calculates the total loss.mp4
25.3 MB
~Get Your Files Here !/2 - Model Building and Prediction/29 - Computes the loss and gradients.mp4
7.1 MB
~Get Your Files Here !/2 - Model Building and Prediction/30 - Set up the optimizer.mp4
5.3 MB
~Get Your Files Here !/2 - Model Building and Prediction/31 - Preprocess the base image style reference image and combination image.mp4
9.4 MB
~Get Your Files Here !/2 - Model Building and Prediction/32 - Perform the style transfer optimization loop.mp4
12.8 MB
~Get Your Files Here !/2 - Model Building and Prediction/33 - Save and display the final generated image.mp4
10.4 MB
~Get Your Files Here !/2 - Model Building and Prediction/8 - code.ipynb
616.1 KB
~Get Your Files Here !/2 - Model Building and Prediction/8 - content-image.jpg
170.6 KB
~Get Your Files Here !/2 - Model Building and Prediction/8 - Setup the Working Directory.mp4
8.7 MB
~Get Your Files Here !/2 - Model Building and Prediction/8 - style-image.jpg
43.3 KB
~Get Your Files Here !/2 - Model Building and Prediction/9 - Contents in Directory.mp4
