Archives for Generative Adversarial Network - Page 2

11 Feb

Guide to GANSpace: Discovering Interpretable GAN Control

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image-19932

Over the years, the image quality produced by GAN models has improved at a tremendous rate but the interpretability and edibility of the generated output image are not at the same pace with it. We are often in a dilemma of how to fine-grain control over the output produced by these models. GANs have these…

The post Guide to GANSpace: Discovering Interpretable GAN Control appeared first on Analytics India Magazine.

22 Jan

Hands-On Guide to TadGAN (With Python Codes)

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image-19406

Anomaly Detection techniques have been widely used in data science and now with the rapid increase in temporal data, there has been a huge surge of researchers who are developing new algorithms dealing with outliers across this domain. The time series anomaly detection concentrates to isolate anomalous subsequences of varied lengths. Various statistical methods, supervised…

The post Hands-On Guide to TadGAN (With Python Codes) appeared first on Analytics India Magazine.

10 Nov

Join This Full-Day Workshop On Generative Adversarial Networks From Scratch

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image-17473

The Association of Data Scientists, the premier global professional body of data science and machine learning practitioners, has come up with yet another full-day workshop on Generative Adversarial Networks (GANs) on the 28th of November, Saturday. Over the last few years, the advancement of Generative Adversarial Networks or GANs and its immense potential have made…

The post Join This Full-Day Workshop On Generative Adversarial Networks From Scratch appeared first on Analytics India Magazine.

17 Aug

How To Convert A Sketch Into Colored Image Using Conditional GAN

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image-14891

The conditional generative adversarial networks are an extension of DCGANs where the images are generated based on a certain condition. The generation of images can be conditional on a class which allows a particular type of images to be generated. Like a DCGAN architecture, cGAN also comprises a generator and a discriminator that is built…

The post How To Convert A Sketch Into Colored Image Using Conditional GAN appeared first on Analytics India Magazine.

31 Dec

Are DeepFakes Flawed?

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image-9234

As the whole world was welcoming a new year on the last day of 2018, the President of Gabon, too, like many world leaders, delivered a speech wishing his citizens along with some contextual message. This celebratory speech, however, led to a coup d’etat by Gabon’s military. This was because someone thought that the video…

The post Are DeepFakes Flawed? appeared first on Analytics India Magazine.

13 Aug

How To Build A Generative Adversarial Network In 8 Simple Steps

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image-6448

In a field like Computer Vision, which has been explored and studied for long, Generative Adversarial Network (GAN) was a recent addition which instantly became a new standard for training machines. GAN is an architecture developed by Ian Goodfellow and his colleagues in 2014 which makes use of multiple neural networks that compete against each…

The post How To Build A Generative Adversarial Network In 8 Simple Steps appeared first on Analytics India Magazine.

13 Aug

How To Build A Generative Adversarial Network In 8 Simple Steps

image-6447
image-6447

In a field like Computer Vision, which has been explored and studied for long, Generative Adversarial Network (GAN) was a recent addition which instantly became a new standard for training machines. GAN is an architecture developed by Ian Goodfellow and his colleagues in 2014 which makes use of multiple neural networks that compete against each…

The post How To Build A Generative Adversarial Network In 8 Simple Steps appeared first on Analytics India Magazine.

28 Feb

Is The GAN-Powered Website ThisPersonDoesNotExist.Com Creepy Or Brilliant?

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image-2958

At first glance, thispersondoesnotexist.com may look like nothing more than just a website which showcases random faces — but it’s not as simple as that. The website is a proof of where artificial intelligence stands as of now and a sneak peek to what it may be capable of doing in the near future. Thispersondoesnotexist.com…

The post Is The GAN-Powered Website ThisPersonDoesNotExist.Com Creepy Or Brilliant? appeared first on Analytics India Magazine.