Deepak Nitrite - What if I say you that it still has a potential to go 2x even from here considering the capex being planned?

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.

#TodayInHistory Ram Prasad Bismil,Ashfaqullah Khan and Roshan Singh are hanged in 1927, as they give up their life for the cause of freedom and inspire many a revolutionary. #LestWeForget

Shahjahanpur was a hub of revolution during the freedom struggle. Most of the revolutioaries in the North, were from this town. And among them, the most famous were two friends, whom destiny would bring together- Ram Prasad Bismil and Ashfaqullah Khan.

Ashfaqullah Khan was born at the turn of the 20th century on October 22, while Bismil was born 3 years earlier on June 11, in the same town. Both of them were excellent writers in Urdu and Hindi.

Both of them would come together under the Hindustan Republican Association, not to mention the fact that Ashfaq was an admirer of Bismil’s poetry, and became close friends with him on that account.

And both these men were hanged on the same date, December 19, 1927 for their involvement in the Kakori event. Two men from different religions, different backgrounds, yet destiny would bring them together.

I present to you all, my (possibly) superthread On how and why the Unknown God from Genshin Impact, and The Herrscher of Void/God Kiana/Sirin from Honkai Impact!

First off! We’ll start with the obvious things that constitute a possible connection.

They share the same Japanese Voice actress! Rie Kugimiya.
Usually this is a stretch reason, but considering everything else, it’s not unlikely that it’s the same character.

Secondly, their Appearances.
The both have very long white hair with identical bang style, and a very noticeable small piece of hair on top that curls upwards. That’s a defining part Of all of Kiana’s hairstyles, and for it to be shared with this god says something.

Another notable thing is their eyes. They both have Glowing golden eyes with very similar appearances. They contain a ring, and a 4-point star pupil. Resemblant of a scope if you will. That’s The Herrscher of Void’s defining characteristic

If you’d even like to take a look at their outfits, there’s resemblances including the black fur collar, the designs on the torso and chest, and the use of something similar to coat tails/skirt. The Herrscher can change their outfit and they aren’t stuck with one. Sirin does this

SRI VARAHA NARSIMHA, SIMHACHALAM, VIZAG (AP)
#bharatmandir

One of the 32 Narsimha Kshetram of Andhra. It has a unique form of Narsimha, appearing like a shivlingam

It is said that Narsimha’s fierce nature is soothed by worshipping him with Varaha, considered a peaceful deity

The shrine is believed to have been constructed by Prahlada. With time, it crumbled.
In Treta yuga, King Pururava was passing from here in his vimana. The vimana was attracted to this place by a mystic power.
When the place was unearthed, the deity was found.
@GunduHuDuGa

Pururava’s wife, Urvashi, had a dream that the deity should remain covered in sandalwood paste for the whole year except on Akshaya Tritiya.
This practice has continued till date.
The mukhya mandap here, has a pillar kappam stambham believed to possess curative powers.

Chandanotsava/ Chandan Yatra is the most important festival celebrated on Akshaya Tritiya. The sandalwood paste is removed from the moolavar deity and nijarupa darshan (original form of deity) for twelve hours of the day are done by devotees.