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GAN Math (2020)

Generative Adversarial Networks refer to a family of generative models that seek to discover the underlying distribution behind a certain data generating process. This distribution is discovered through an adversarial competition between a generator and a discriminator. As we saw in an earlier introductory post on GANs, the two models are trained such that the discriminator strives to distinguish between generated and true examples, while the generator seeks to confuse the discriminator by produ

The Math Behind GANs

Generative Adversarial Networks refer to a family of generative models that seek to discover the underlying distribution behind a certain data generating process. This distribution is discovered through an adversarial competition between a generator and a discriminator. As we saw in an earlier introductory post on GANs, the two models are trained such that the discriminator strives to distinguish between generated and true examples, while the generator seeks to confuse the discriminator by produ

How to Save a Dog

The first time I glimpsed the city of New Orleans, I was a small boy in the wheelhouse of a tugboat. My father pushed barges up and down the Mississippi River, and sometimes he let me tag along. The city seemed so luminous at night—so different from tiny Convent, Louisiana, where I was from—that it felt otherworldly and inaccessible. In 2020, I moved there during a painful divorce. Because of that childhood memory, my relocation felt somehow transgressive. I was going where I did not belong. Sh

Judge: You can’t ban DEI grants without bothering to define DEI

In mid-June, a federal judge issued a stinging rebuke to the Trump administration, declaring that its decision to cancel the funding for many grants issued by the National Institutes of Health was illegal, and suggesting that the policy was likely animated by racism. But the detailed reasoning behind his decision wasn't released at the time. The written portion of the decision was finally issued on Wednesday, and it has a number of notable features. For starters, it's more limited in scope due

“Have we no shame?”: Trump’s NIH grant cuts appallingly illegal, judge rules

The Trump administration has locked horns with a federal judge who ruled on Monday that more than $1 billion in DEI-fueled cuts to federal health research clearly discriminated against racial minorities and LGBTQ+ people. In what The New York Times dubbed a “damning assessment” of Trump’s motives, Judge Williams G. Young ruled from the bench that the cuts were “void and illegal,” saying it was his “duty” to immediately order funding restored. “I would be blind not to call it out,” Young said,

“Have we no shame?“: Trump’s NIH grant cuts appallingly illegal, judge rules

The Trump administration has locked horns with a federal judge who ruled on Monday that more than $1 billion in DEI-fueled cuts to federal health research clearly discriminated against racial minorities and LGBTQ+ people. In what The New York Times dubbed a “damning assessment” of Trump’s motives, Judge Williams G. Young ruled from the bench that the cuts were “void and illegal,” saying it was his “duty” to immediately order funding restored. “I would be blind not to call it out,” Young said,