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Thread of decodes for the day. Make sure you check out the [SUB] threads too!

Puthucode Annapoorneshwari Temple,
Palakkad, Kerala 🚩
#keralatemples
अन्नपूर्णे सदापूर्णे शङ्करप्राणवल्लभे 
ज्ञानवैराग्यसिद्ध्यर्थं भिक्षां देहि च पार्वति 

Temple is also called Puthukode Bhaghavathy Kshetram
Parasurama did Prathishta of Devi here. Temple is one amoung 👇

108 Durga temples
Navarathri festival is celebrated in a grant manner here. Annadanam is done daily on these days. The Idichu pizhinja payasam/ Chathachatayam is the main nivedyam in Annapoorneswari temple during Navarathri.
In the mornings, Devi Mahatmyam and Sundarakandam are

recited here daily.
Sri Godavarma Raja gifted lots of rice fields for the maintenance of the temple.
Annapoorneshwari holds Shanku and Chakra in her hands. Puthucode Annapoorneswari Temple is managed by the Naduvil Madom Devaswom.
🙏🕉🙏

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.

Trump is a Russian asset, a mob money launderer installed by his mob whoremasters to sow chaos and weaken the US & our allies.

EVERY SINGLE THING HE’S DONE since taking office is to achieve those purposes—that and to enrich himself personally.

[THREAD]

1/ His entire family is part of this. Melania is a fucking crook. Ivanka is a fucking crook. Junior and Gums are fucking crooks. They will all die in prison, except for Kushner, who, if he really *did* trade US intel for money, should be executed for espionage.

2/ Why do you think Trump installs uniquely corrupt & awful people to Cabinet positions? Pruitt, Zinke, Betsy, Rex/Pompeo, Wilbur "Melting Nazi Face" Ross. They are not there to serve us. They are not there to drain the swamp. They are there to BURN THE REPUBLIC DOWN.

3/ Trump steals. He takes taxpayer money—your money and mine—and lines his pockets with it. He exploits his office to make himself richer. This is all he cares about. Why are Republican citizens, you “fiscal conservatives,” not more angry about this? Riddle me THAT, #MAGA.

4/ Matt Whitaker, the human dildo and “acting AG,” was illegally installed to throw a monkey wrench in the Mueller investigation. That’s why they won’t release his financials. He’s fucking bought and sold. He’s going to prison for obstruction.