GANs Archives - Open Data Science - Your News Source for AI, Machine Learning & more

NVIDIA Makes Training GANs Easier with Fewer Images

Modeling Research GANs NVIDIAposted by ODSC Team December 14, 2020

NVIDIA is closing out 2020 on a strong note with a new method for training GANs that requires significantly less data than current methods. Instead of using hundreds of thousands of images to train efficient GANs with high rates of accuracy, their new technique, adaptive discriminator... Read more

Generating Images with Just Noise Using GANs

Machine Learning Modeling GANsposted by ODSC Community July 8, 2020

GAN stands for Generative Adversarial Network, which is essentially applying game theory and putting a couple of artificial neural networks to compete with each other while they are trained at the same time. One network tries to generate the image and the other tries to detect... Read more

Generative Adversarial Networks for Finance

Conferences Deep Learning Modeling ODSC Speaker Europe 2019 GANsposted by ODSC Community October 17, 2019

This posting discusses generative adversarial network for finance. Financial instruments like options and futures have been around for more than two centuries. Although they became quite notorious during the 2008 stock market turmoil, they serve a real economic purpose for companies around the world. [Related article:... Read more

Using GANs to Generate Images of Race Cars

Guest contributor Machine Learning Modeling GANs Generative adversarial networksposted by ODSC Team October 10, 2019

Have you ever stood in a packed crowd, seen heatwaves rippling off the pavement and felt the roar of cars flying past you? No? I’m guessing that the overlap of ODSC blog readers and car racing fans might be small. However, those roaring cars do present... Read more

How AI is Changing Creativity, and How You Can Use it Too

Featured Post Machine Learning Opinion ai art ai changing creativity Application GANs machine learning artposted by Ava Burcham, ODSC September 17, 2019

The limits and expectations of creativity are always being expanded upon: new tools are being created, new techniques discovered, new artists entering the scene. Now more than ever, AI is being considered in all three of those aspects. It begs the question, how is AI changing... Read more

FSGAN: Subject Agnostic Face Swapping and Reenactment

Academic Research Machine Learning Modeling face swapping GANs Machine Learningposted by ODSC Team September 9, 2019

Generative adversarial networks are getting a lot of press as the general public raises their fears on the forgery techniques, but the data science community has been tracking their development, precision, benefits, and threats for years. Recently though, the team of Yuval Nirkin, Yosi Keller (both... Read more

Latest Developments in GANs

Conferences Deep Learning Modeling GANsposted by Daniel Gutierrez, ODSC August 12, 2019

Generative adversarial networks (GANs) is a compelling technology that’s widely considered one of the most interesting developments in AI and deep learning in the past decade. This article provides an overview of the ODSC West 2018 talk “Latest Developments in GANs,” presented by Seth Weidman of... Read more

6 Unique GANs Use Cases

Featured Post Opinion GANsposted by Elizabeth Wallace, ODSC June 4, 2019

Generative Adversarial Networks are transforming what we’re able to do with neural networks, and it’s unfortunate that almost all the press goes to those wildly accurate facial constructions like that of This Person Does Not Exist. GANs have some incredible potential so let’s take a look... Read more

Can You Tell the Real People From the GAN Images?

Modeling GANsposted by Luke Coughlin April 19, 2019

What are GANs? GAN stands for Generative Adversarial Network, but the term is quickly becoming synonymous with the images created by these networks. This form of machine learning uses databases of images to create new, disconcertingly realistic fabrications. These images are then run through a second... Read more