So, MAGA want to succeed from the union? Fine. Let 'em go. We'll take our Blue states & as many progressives as we can out of Red states and form our own country. That includes Hawaii, Oregon, California, New Mexico, Washington, Minnesota, Wisconsin, Michigan, Illinois, and (1)

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.

JWALAMUKHI TRIPURASUNDARI, UTHANAHALLI, MYSURU (KAR)
#bharatmandir

Jwalamukhi Tripursundari is believed to be the sister of Devi Chamundeshwari, the presiding deity of Mysuru
It is also that she represents the flaming mouth of Jalandhara, the demon whom Shiva crushed to death.

When Devi Chamundeswari was fighting Mahishasura, she observed that from every drop of blood that spilled out of Mahishasura, another demon was born. So she created Tripurasundari to ensure that no blood dripped from Mahishasura.

Tripura Sundari means beauty of the three worlds.
The murti was installed during Wodeyar rule. An utsava murti made of pancha loha is kept in the sanctum sanctorum.
Another shrine here is dedicated to Siddeshwara / Shiva surrounded by a beautiful wooden Mantapa.
@GunduHuDuGa

Krishna and the False Vasudeva
#story

Paundraka Vasudeva was a King mentioned in Bhagavatha Purana. He was friend of Jarasandha, the king of Magadha. He believed that he is Vasudeva Krishna.
Once Paundraka Vasudeva received a letter from Shishupala, stating that he wanted

protection from Krishna, because it was Rukmini's wedding and Shishupala thought Krishna would take away Rukmini.

Paundraka Vasudeva agreed and went to Vidarbha, the Kingdom of Shishupala, but failed to provide protection as Krishna took Rukmini away. Paundraka Vasudeva was

feeling sad. His Minister's cheered him.
They said that Paundraka Vasudeva was the real Vasudeva and Krishna is a cheater. Everyone started to believe this and soon Paundraka Vasudeva soon started to taunt Krishna by saying that Krishna was a cheater.
Paundraka Vasudeva then

challenged Krishna to a war and Krishna said that he would give Paundraka his Chakra and Gadha. Paundraka suspected some foul play and went to King of Kashi for his protection. In battlefield, Krishna came in front of Paundraka, and said that he would throw his Chakra and Gadha

to him. But, Krishna's throw was perfect that the Gadha hurled him to the Ground and the Chakra killed him.
Krishna soon killed king of Kashi with an arrow and his head went flying to Kashi.
Thus Victorious Krishna was recieved by people of Dwaraka.
Hare Krishna 🙏🕉🙏

[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.

#Thread
An interesting story of Kamala Devi hazarika for all Sanatanis...🙏

A Xtian missionary was sent to Assam for the promotion of religion. His name was Cruz. He came across to one the boys from an influential family in Assam to teach him English.
@noconversion

Cont 👇

The p@stor slowly began to study the house and he learned that the boy's grandmother was the most influential person in the house. So he thought 'Corrupting the grandmother's mind can make the whole family Xtian as well as the whole village.

Cont 👇

The p@stor began to tell Grandma the stories of how J€$u$ cured leprosy of lepers, how He gave sight to the blind, etc..But after listening to him, the strong Sanatani grandmother said. A stone turned into a living woman (Ahalya) for our Rama when he touched the stone.

Cont 👇

She spoke of Rama setu where stones floated in sea just by writing his name on the stones and that they are still floating today.
The p@stor continued his efforts but all his tricks went in vain.

Cont 👇

One day he had brought a cake from the church and he thought of offering it to grandmother but he was doubtful that she would eat it. But contrary to his expectation, she took the cake and ate it.

Cont 👇