Make Your First GAN Using PyTorch
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Make Your First GAN Using PyTorch

Make Your First GAN Using PyTorch

Make Your First GAN Using PyTorch


A gentle introduction to Generative Adversarial Networks, and a practical step-by-step tutorial on making your own with PyTorch.

  • Pytorch basics
  • Making a neural network with PyTorch
  • Refining the neural network output
  • Basics of CUDA
  • The basic idea of GAN
  • Learning a simple 1010 pattern using GAN
  • Learning handwritten digits using GAN
  • Learning human faces using GAN
  • Convolutional GANs
  • Conditional GANs

This course is an introduction to Generative Adversarial Networks (GANs) and a practical step-by-step tutorial on making your own with PyTorch. Through this course, you will learn how to build GANs with industry-standard tools.

In the first section, you will dive into PyTorch and refresh your understanding of neural networks by building a simple image classifier. 

In the second section of this course, you will explore the idea of adversarial training and build progressively more sophisticated GANs; first by learning a simple 1010 pattern, then monochrome images of handwritten digits, and finally full-color images of faces.

The third, and last section, extends the core GAN concept, applying it to convolutional neural networks, and developing a conditional GAN for generating data of the desired class.

By the end of this course, you will have a solid understanding of how to build GANs for your machine learning projects.

Make Your First GAN Using PyTorch

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Stanford Graduate School of Business Executive Education
Utaustin
Great Lakes
Stanford Center for Professional Development
Northwestern University
MIT IDSS
IIT Madras
IIIT Hyderabad
IIT Roorkee
JAIN (Deemed-to-be University)
Pes University
SRM Institute of Science and Technology (SRMIST)

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