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Make Your First GAN Using PyTorch

3 Assessments
97 Lessons
20 Quizzes
11 Challenges
71 Playgrounds
273 Illustrations

Takeaway Skills

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

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

Course Overview

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 refr...

How You'll Learn

Hands-on coding environments

You don’t get better at swimming by watching others. Coding is no different. Practice as you learn with live code environments inside your browser.

Faster than videos

Videos are holding you back. The average video tutorial is spoken at 150 words per minute, while you can read at 250. That‘s why our courses are text-based.

No set-up required

Start learning immediately instead of fiddling with SDKs and IDEs. It‘s all on the cloud.

Progress you can show

Built in assessments let you test your skills. Completion certificates let you show them off.

Hands-on coding environments

You don’t get better at swimming by watching others. Coding is no different. Practice as you learn with live code environments inside your browser.

Faster than videos

Videos are holding you back. The average video tutorial is spoken at 150 words per minute, while you can read at 250. That‘s why our courses are text-based.

No set-up required

Start learning immediately instead of fiddling with SDKs and IDEs. It‘s all on the cloud.

Progress you can show

Built in assessments let you test your skills. Completion certificates let you show them off.

Course Contents

1. ✨Introduction
2. ✨PyTorch Basics
3. 🖥️ Project: Computation Graph and Gradient Calculation
4. ✨First PyTorch Neural Network
5. ✨Refinements
6. 🖥️ Project: Fashion MNIST Classification Model
7. ✨CUDA Basics

Course Assessment

Make Your First GAN: Part 1 - Exam
9. ✨The GAN Idea
10. ✨Simple 1010 Pattern
11. 🖥️ Project: A Simple 01110 Pattern GAN
12. ✨Handwritten Digits
13. 🖥️ Project: Fashion MNIST GAN
14. ✨Human Faces

Course Assessment

Make Your First GAN: Part 2 - Exam
16. ✨Convolutional GANs
17. 🖥️ Project: A Fashion MNIST CNN
18. ✨Conditional GANs
19. 🖥️ Project: Fashion MNIST Conditional GAN

Course Assessment

Make Your First GAN: Part 3 - Exam
21. ✨Conclusion
22. ✨Appendix

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COURSE BY:

Tariq Rashid

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