Yoga employs more Americans than coal. But compare and contrast 1/2

On October 16 2020, a secondary school teacher named Samuel Paty was beheaded with a meat cleaver in the street of a small town 20 miles down the Seine from Paris. 1/x

Paty's murderer, a young Chechen refugee, had never met the teacher. The killer was incited to the crime by a multi-day campaign of defamation and disinformation on French social media. 2/x

For 5 years, Paty had taught his classes a unit on free speech and its limits in a democratic society. As part of the discussion, he showed his students some of the famous Charlie Hebdo cartoons - after inviting those who might be offended to leave and then rejoin the class. 3/x

One parent of one student - not the student herself - then set in motion a campaign of denunciation against Paty. And the result was a crime that shocked France and pulled tens of thousands to vigils and protests. 4/x

France has suffered terrible crimes in the name of religion before the Paty killing. We're only 5 years from the horrifying nightclub attacks that killed 130 in November 2015. But past attacks caught France by surprise. This murder announced itself in advance. 5/x

In an early episode of "Mad Men," the young striver Peggy Olson faces a traumatic experience. The principal character, a man whose life is built upon falsehood and evasion, offers his life advice: "It never happened. It will amaze you how much it never happened." 1/x

With the Tanden nomination, we are watching congressional Republicans put Don Draper's advice into effect.

They supported a profoundly corrupt, cruel, vituperative, and generally immoral and unethical president at the head of an inept and unethical administration. They knew it!

But of course those senators never said so. They were scared and they were shamed. Maybe they stopped some bad things - or at least they tell themselves they did. But the experience had to have been profoundly humiliating for almost all of them. And these are not humble people.

So how do they cope? They follow Don Draper's advice. "It never happened."

The Tanden nomination is the opportunity to rev the pretense loud and fast.

The lady was occasionally indecorous! Even ... sometimes ... untoward. We can't have THAT in the US government!

Hypocritical is not really the word to describe this behavior. It's more a kind of post-traumatic coping mechanism, a denial of the radical abuse that they also suffered, along with US allies worldwide, people of integrity in govt service, and so many bereaved American families

In February 1981, pro-Franco army officers attacked the Spanish Parliament hoping to halt Spain's evolution toward democracy and liberalism. 1/x

The coup was soon suppressed, in large part because of a miscalculation by the dying Franco regime. In 1975, the regime had restored the old Spanish monarchy, hoping to glamorize authoritarianism. Instead, King Juan Carlos opposed the coup - and most of the army obeyed. 2/x

Here's where the story gets interesting for our current purposes ...

The coup launched to thwart Spain's shift to democracy instead consolidated Spanish democracy. The next year, 1982, social democrats won the biggest landslide in Spanish electoral history. 3/x

The elected social democrats formed a government without a single minister connected to the old regime. State support of the Catholic church ended. Family law was modernized, minority language rights were protected. If Franco had opposed it - the new Spain wanted it. 4/x

The process was not instant. Not until 2019 would the state remove Franco's remains from the lavish tomb he built to himself. But the process was inexorable. The pro-Franco attempted coup guaranteed the total doom of Francoism in Spain. 5/x

Trump tweets about his health remind me of a story my late father-in-law Peter Worthington told about covering the Six Day War in 1967 ... 1/x

Pete was in Cairo on the day the war started. He was awoken early by air raid sirens. He turned on Radio Cairo to listen for news. Time passed until an announcer delivered a bulletin. "The Zionists attacked at dawn. We shot down six of their planes and suffered no losses." 2/x

Pete shaved and prepared to go visit the air ministry for himself. The announcer returned to the air. "Update: we shot down TWELVE Zionist planes and suffered no losses ourselves."

He understood the Egyptians had suffered a bad defeat. 3/x

He finished dressing, knotted his tie, and the announcer was back.

"Update again. We shot down FIFTY Zionist planes and suffered no losses ourselves."

That's when he realized that the entire Egyptian air force had been wiped out.

4/x

(NB I may have the figures wrong in the anecdote, I'm telling the story from memory, but you get the idea.)

5/x

You're hearing a lot of talk about "irregularities" in the election of 1876 that led to a "disputed" outcome. What is being referred to in this hazy terms?

Across the state of South Carolina, white conservatives had used terror and massacre to deter former slaves from voting in 1876. Here's the story of an attack upon the small town of Hamburg in July

Hundreds of black South Carolinians were killed by white conservative militias. Blacks fought back in many places, but they were out-gunned.

The killings were not spontaneous outbursts. They were part of planned campaign of anti-black voter

Some of the elements of the conservative plan to suppress black votes in South Carolina in 1876 sound queasily familiar in our own time, adjusting for the antique language and technology.

But back of it all was terror and violence, more violence than could be contained by the limited federal forces in the area - who were anyway constrained by the white conservative Democratic House majority elected in 1874.

Here's an overview of key adoption metrics for deep learning frameworks over 2020: downloads, developer surveys, job posts, scientific publications, Colab usage, Kaggle notebooks usage, GitHub data.

TensorFlow/Keras = #1 deep learning solution.

Note that we benchmark adoption vs Facebook's PyTorch because it is the only TF alternative that registers on the scale. Another option would have been sklearn, which has massive adoption, but it isn't really a TF alternative. In the future, I hope we can add JAX.

TensorFlow has seen 115M downloads in 2020, which nearly doubles its lifetime downloads. Note that this does *not* include downloads for all TF-adjacent packages, like tf-nightly, the old tensorflow-gpu, etc.

Also note that most of these downloads aren't from humans, but are automated downloads from CI systems (but none are from Google's systems, as Google doesn't use PyPI).

In a way, this metric reflects usage in production.

There were two worldwide developer surveys in 2020 that measured adoption of various frameworks: the one from StackOverflow, targeting all developers, and the one from Kaggle.

Let's be clear about what @Google, @Apple & @amazon instantly destroying #Parler's ability to be the free-speech version of Twitter is. At its core, this is about the ability to freely communicate one’s thoughts to others — once considered a hallmark of "The American Way." 1/13

What Big Tech is doing is as if Ma Bell in 1973 (ask grandpa) decided what you're saying to a friend on a landline phone was “dangerous." So they cut off the line in the middle of the talk and then sent someone over to physically cut your phone line. That's Stasi shit. 2/13

I realize that a personal conversation is not the same as a public tweet, but the principle is the same. The company that "owns the wires" for your speec — and has special govt rules protecting them due to their position — cuts off your call due to what you are saying. 3/13

If this analogy doesn't work for you, imagine someone tackling and punching you for speaking on a soap box in a public park and then setting your soap box on fire. And the govt being OK with that in a country that has a First Amendment. Moving on ... 4/13

Big Tech shadow banned people for years to just do it "halfway." That way, they could continue to paint an increasingly thin patina on their original govt-protected pledge to promote the free exchange of thought. #freespeech 5/13

Data drop! Some numbers, nuggets and trends for bowl season which I find interesting...

Miami has lost 9 of its last 10 bowl games and is 2-10 ATS in its last 12 bowl games. Oklahoma State has covered each of its last four bowl games, three coming as an underdog.

This is the first time since 2011 Texas is favored in a bowl game...

Wisconsin has won five of their last six bowl games with the only loss in that span a one-point loss to Oregon last year in the Rose Bowl. Each of Wake Forest’s last five bowl games have been one-possession games (6, 3, 3, 8, 6)...

Mike Leach coached teams are 1-9 ATS in their last ten bowl games (4-6 SU). Included in those ten games are four outright losses and a 1-7 ATS mark as a favorite. In the last five years, Leach’s teams have averaged 19.6 PPG in bowl games (28 is the high in that span)...