Generative Adversarial Networks A-Z – Free Udemy Courses - FTD

Generative Adversarial Networks A-Z – Free Udemy Courses

Learn Generative Adversarial Networks with PyTorch

What you’ll learn

Generative Adversarial Networks A-Z – Free Udemy Courses

Generative Adversarial Networks
State of the art Generative Learning
Progressively Growing GANs
BIG Generative Adversarial Networks

Requirements

Probability theory, Statistics
Machine Learning, Deep Learning
Python
Matrix Calculus

Description

I love Generative Learning and Generative Adversarial Networks. These amazing models can generate high-quality images (and not only images). I am an AI researcher, and I would like to share with you all my practical experience with GANs.

Generative Adversarial Networks were invented in 2014 and since that time it is a breakthrough in Deep Learning for the generation of new objects. Now, in 2019, there exists around a thousand different types of Generative Adversarial Networks. And it seems impossible to study them all.

I work with GANs for several years, since 2015. And now I can share with you all my experience, going from the classical algorithm to the advanced techniques and state-of-the-art models. I also added a section with different applications of GANs: super-resolution, text-to-image translation, image-to-image translation, and others.

This course has rather strong prerequisites:

Deep Learning and Machine Learning
Matrix Calculus
Probability Theory and Statistics
Python and preferably PyTorch

Here are tips for taking most from the course:

If you don’t understand something, ask questions. In case of common questions, I will make a new video for everybody.
Use handwritten notes. Not bookmarks and keyboard typing! Handwritten notes!
Don’t try to remember all, try to analyze the material.

Who this course is for:

People, who already know Deep Learning and want to study Generative Adversarial Networks from A to Z
People, who know GANs, but want to be in the front of the science

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