I know I'm in the minority in relation to my views on Pence. I'm still 50/50 as to whether Pence is deep state or working under deep cover with @potus and the military.

Why?

Logic. I do not think @Potus would have asked a deep state operative to be his VP. There's too much

Important paper from Google on large batch optimization. They do impressively careful experiments measuring # iterations needed to achieve target validation error at various batch sizes. The main "surprise" is the lack of surprises. [thread]

https://t.co/7QIx5CFdfJ

The paper is a good example of lots of elements of good experimental design. They validate their metric by showing lots of variants give consistent results. They tune hyperparamters separately for each condition, check that optimum isn't at the endpoints, and measure sensitivity.

They have separate experiments where the hold fixed # iterations and # epochs, which (as they explain) measure very different things. They avoid confounds, such as batch norm's artificial dependence between batch size and regularization strength.

When the experiments are done carefully enough, the results are remarkably consistent between different datasets and architectures. Qualitatively, MNIST behaves just like ImageNet.

Importantly, they don't find any evidence for a "sharp/flat optima" effect whereby better optimization leads to worse final results. They have a good discussion of experimental artifacts/confounds in past papers where such effects were reported.

Bharat: Advancement of earth’s earliest civilization

Glorious Vedic Architecture and Temple

Architecture in India was an extremely rich form of expression and highly developed science, with a deep heritage of spirituality in it. #FreeHinduTemple

The centre of all architectural development was the temple and temple or Mandir was the earthly home of God, and like the launching pad for the devotee’s consciousness to soar toward the Divine and the spiritual world.

The murti or deity of the Divine would be placed in the temple sanctum, around which all temple activity would revolve.

Such buildings were often elaborately decorated with stone, wood, plaster, etc. and carved or cut to depict the stories from the Puranas or other sacred texts

Temples were always the centre of religious, social and educational activities, practically more so in
ancient times than today.

During a span of more than two thousand years, various dynasties were known for constructing glorious temples,

some of which include the Mauryan, Ashoka, Gupta, Satavahana, Chedi, Chandella, Chalukya, Solanki, Pallava, Shola, Hoysala, Vijayanagar, and others.

Many of these temples remain beautiful architectural wonders today.

1) “Eliminationism” is a term you need not just to become familiar with, especially in today’s American rush toward authoritarianism. This will be a long, illustrated thread explaining what it means, how it works, and why Donald Trump is now our Eliminationist in Chief.

Warning: Some images contain violence and are disturbing.

Also warning: This thread is ridiculously long. 75 tweets is insane. I apologize. But this stuff is important. I hope you find it compelling anyway. If not, I understand.

2) So, what exactly do we mean by “eliminationism”? Here’s the academic definition:

3) It was largely coined by Holocaust scholar Daniel Jonah Goldhagen in his 1996 book Hitler’s Willing Executioners, about the role ordinary Germans played in the Holocaust, which he described as fueled by “eliminationist antisemitism.”

4) The book describes how in reality the largest numbers of Jews and other victims killed by Nazi directive were rounded up and gunned down or immolated en masse and buried in mass graves by ordinary Germans and non-Jewish residents of German-occupied territories.