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Understand Neural Style Transfer Practically
Be able to create artistic style image by applying style transfer using pytorch
Showcase this hands-on experience in an interview
In this 2 hour-long project-based course, you will learn to implement neural style transfer using PyTorch. Neural Style Transfer is an optimization technique used to take a content and a style image and blend them together so the output image looks like the content image but painted in the style of the style image. We will create artistic style image using content and given style image. We will compute the content and style loss function. We will minimize this loss function using optimization techniques to get an artistic style image that retains content features and style features. This guided project is for learners who want to apply neural style transfer practically using PyTorch. In order to be successful in this guided project, you should be familiar with the theoretical concept of neural style transfer, python programming, and convolutional neural networks.A google account is needed to use the Google colab environment.
Convolutional Neural Network
Deep Learning
pytorch
Neural Style Transfer
In a video that plays in a split-screen with your work area, your instructor will walk you through these steps:
Set google colab runtime
Loading VGG-19 pretrained model
Preprocess Image
Deprocess Image
Create content and style loss
Get content,style features and create gram matrix
Training loop
Your workspace is a cloud desktop right in your browser, no download required
In a split-screen video, your instructor guides you step-by-step
by JA
Feb 21, 2021Excellent course with great structure, I will highly recommend this course and instructor was very knowledgeable.
by IP
Jan 6, 2022great guided project , learn NST, pytorch, vgg architecture before starting and there are some exceptions in the code feel free to search in stackoverflow.
by MM
Aug 4, 2021A liitle more talk about the theoretical background of the paper would have been nice
by KD
Jan 15, 2021It was a super informative project course, very well explained and demonstrated.
Because your workspace contains a cloud desktop that is sized for a laptop or desktop computer, Guided Projects are not available on your mobile device.
Guided Project instructors are subject matter experts who have experience in the skill, tool or domain of their project and are passionate about sharing their knowledge to impact millions of learners around the world.
You can download and keep any of your created files from the Guided Project. To do so, you can use the “File Browser” feature while you are accessing your cloud desktop.
At the top of the page, you can press on the experience level for this Guided Project to view any knowledge prerequisites. For every level of Guided Project, your instructor will walk you through step-by-step.
Yes, everything you need to complete your Guided Project will be available in a cloud desktop that is available in your browser.
You'll learn by doing through completing tasks in a split-screen environment directly in your browser. On the left side of the screen, you'll complete the task in your workspace. On the right side of the screen, you'll watch an instructor walk you through the project, step-by-step.
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