Rig Ved 1.36.7

To do a Namaskaar or bow before someone means that you are humble or without pride and ego. This means that we politely bow before you since you are better than me. Pranipaat(प्राणीपात) also means the same that we respect you without any vanity.

1/9

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.

1/ Stolen from the greatawakening(DOT)win...

I will only be making one post here. Do not ask who I am. Do with this information as you please.

The Trump Card is being played. It's much simpler than you all realize. Some of you have gotten it right.

Rio de Janeiro, 1920. 🇧🇷

São Paulo, 1910. 🇧🇷

“Arpoador”, Rio de Janeiro, 1900. 🇧🇷

“Avenida Paulista”, São Paulo, 1902. 🇧🇷

Recife, 1885. 🇧🇷

Andhakasuravadha Samharamurti -#story #Thread
Sculpture of Bhagwan Shiva as the destroyer of the Asura Andhaka - Cave 29,Ellora caves

Asura Andhaka hangs on to a trishula held by 6-armed Shiva.

Once Parvathi & Shiva were relaxing in the pleasant gardens of Mount Mandhara.

Bhagwan Shiva sat down there to enjoy the happiness.Parvati closed the eyes of Shiva playfully & darkness covered the whole universe.Parvati was perplexed & her palms were wet with perspiration.A few drops of her sweat mixed with sweat from Shiva’s body& fell to the ground.

From this sweat,a fierce creature was born,it started to roar.Child was born blind as Shiva's eyes were closed so was named as Andaka.Andha means darkness&also ignorance.Around the same time Asura Hiranyaksha was performing rigorous tapas Shiva for a boon of powerful son.

Bhagwan Shiva was pleased by tapas of Hiranyaksha & blessed him with darshan.Hiranyaksha asked for a powerful son,Shiva told him that he cannot have his own son,but can adopt a blind child who would become very powerful later.Shiva gave child Andaka to Hiranyaksha.

Hiranyaksha returned to his kingdom with Andaka.Later after the vadh of Hiranyaksha, Andaka is said to have lived with his cousins.He was ridiculed,so dejected Andaka went to forest.He did severe tapas for over many years towards Brahma Dev. Brahma dev appeared before him.