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Udemy - Mastering Neural Style Transfer - Tensorflow, Keras and Python

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Description
Mastering Neural Style Transfer: Tensorflow, Keras & Python



https://DevCourseWeb.com

Published 7/2023
MP4 | Video: h264, 1280x720 | Audio: AAC, 44.1 KHz
Language: English | Size: 373.80 MB | Duration: 1h 22m

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)

File list
  • Udemy - Mastering Neural Style Transfer - Tensorflow, Keras and Python
  • ~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 14.2 MB
  • ~Get Your Files Here !/Bonus Resources.txt 386 B

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