We all know that there are total of 51 Shakti-Peethas, but do you know?

⚜️Not all the Shakti-Peethas are located in India.⚜️

Here are the 12 Shakti-Peethas that are outside India.

🌺1. Hingalaj Shakti-Peeth, Pakistan

Brahmarandhra of Sati fell in Baluchistan province of..

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.

In regards to the #CapitolCoup, I’m in a unique position. I monitored forums ahead of time and then was present for the coup itself.

These are my observations based on what I saw and the evidence that’s been collected so far. I reserve the right to adjust my analysis as needed.

Let’s talk about the organization of the coup first. Seeing some people insist that the coup must have been highly planned and coordinated.

Yes and no. This was a #StochasticCoup. We’ll see little evidence of direct communication between Trump and the insurrectionists.

Within the insurrectionists, there was not one group that executed the storming of the Capitol.

Rather, there were a number of smaller groups working independently towards the same goal. I expect you’ll see little evidence that these various groups communicated with each other.

What you will see is detailed planning and coordination within these small groups.

Then there were the joyriders, those Trump supporters who weren’t directly involved in any plotting but who were more than happy to go along for the ride once the coup was in motion.

After four years, the insurrectionists were carefully attuned to Trump’s messaging.

Every tweet and statement of his was treated as marching orders and carefully dissected for meaning.

It’s why shutting down Trump’s Twitter account was so important.

[THREAD: HISTORY OF THE HINDU TEMPLE]
1/102
Four hours south of Aswan in Lower Nubia, right by the Nile, is a region dotted with temple complexes built more than 3,000 years ago. Some like the temples of Amada, Derr, and Beit el-Wali go as far back as 1500 BC.

2/102
A little further south, not far from the border with Sudan, is another complex dedicated to Ramses II, Hathor, and Nefertari in the village of Ipsambul, better known locally as Abu Sunbul and internationally as Abu Simbel. These go back to the 13th century BC.

3/102
Djeser-Djeseru, also known as the mortuary temple of Hatshepsut in Upper Egypt also dates to 1400 BC. Over 500 years older is the nearby Mentuhotep II, also a mortuary temple. Both were dedicated to the cult of Amun Ra, besides their respective pharaohs.

4/102
Far older is the Ġgantija complex of Malta. Going as far back as 3600 BC, this one comprises of two temples entirely made of stone and enclosed in a stone wall. From the figures therein, it's understood to be a site of some kind of a fertility cult worship.

5/102
Dating from the same period are the limestone megaliths of Ħaġar Qim and Mnajdra, both said to have once hosted ritualistic sacrifices as part of the same fertility cult worship as found in the Ġgantija complex. Malta has some of the oldest temple complexes in Europe.

Hello, writers! How about a thread on LITERARY AGENTS? How to get one, how to talk to one, how to keep one happy. Spoiler alert: I am 100% pro agent and can't imagine not having one on my side. 1/

Why would you want a literary agent?
* you want to be traditionally published
* you want someone experienced to help guide your career
* you want to learn how to edit like a pro
* you want to sell foreign and movie rights
* you want answers to your newbie questions 2/

Why you might *NOT* want a literary agent:
* you want to self publish
* you're not willing to compromise on your edits
* you don't think their expertise is worth 15% of your advance
I... can't think this way. Literary agents have been crucial to my career. 3/

So, how do you get a literary agent?
1. Have a finished, revised, edited, polished manuscript.
2. Write a query letter for your book
3. Send your query to agents who rep your genre and are open to submissions
4. Repeat steps 1-4 until you're offered representation. 4/

So, let's go through those four steps. First of all, you must have a finished, revised, edited, polished book, and it must be sellable. That is, you can't sell a 600k picture book or a 40k adult Fantasy, etc. You must read extensively in the genre you're writing. 5/