Deep Learning with PyTorch : Neural Style Transfer

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estrellas
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ofrecido por
Coursera Project Network
En este Proyecto guiado gratuito, tú:

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

Clock2 Hours
IntermediateIntermedio
CloudNo se necesita descarga
VideoVideo de pantalla dividida
Comment DotsInglés (English)
LaptopSolo escritorio

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.

Habilidades que desarrollarás

Convolutional Neural NetworkDeep LearningpytorchNeural Style Transfer

Aprende paso a paso

En un video que se reproduce en una pantalla dividida con tu área de trabajo, tu instructor te guiará en cada paso:

  1. Set google colab runtime

  2. Loading VGG-19 pretrained model

  3. Preprocess Image

  4. Deprocess Image

  5. Create content and style loss

  6. Get content,style features and create gram matrix

  7. Training loop

Cómo funcionan los proyectos guiados

Tu espacio de trabajo es un escritorio virtual directamente en tu navegador, no requiere descarga.

En un video de pantalla dividida, tu instructor te guía paso a paso

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