Lessons learned debugging ML models:

LACHIT BORPHUKAN : AN UNSUNG WARRIOR OF THE AHOM KINGDOM & THE GREAT BATTLE OF SARAIGHAT

Originally named as Lachit Deca, Lachit Borphukan, the fierce and invincible Ahom Commander, was born during the early 17th century at Betioni in the Golaghat district of modern Assam.

His father, Momai Tamuli Borbarua was the ‘Governor’ of the kingdom and also ‘Commander-in-Chief’ of Ahom army under King Pratap Singha during his reign starting from 1603 to 1639. Lachit received military training from an early age and joined the Ahom King Jayadhvaj Singha...

...(1648-1663) as a scarf-bearer.  The post ‘scarf-bearer’ or ‘Soladhara Barua’ is considered as a part of the incumbent king’s personal staff. Owing to his military training Lechit was appointed "Ghora Barua", Supdt. of the Royal horses. When Chakradhwaj Singha became king..

..of Ahom dynasty in 1663,he appointed him Suptd. of The Royal Guards &finally he was appointed as Borphukan by the king.Then onwards,he was known as Lachit Borphukan.Borphukan used to be top councillor in Ahom Kingdom. This position was embedded with executive & judicial powers.

Assam was facing incessant Islamic invasion since Jan1662, when Mughal General Mir Jumla II attacked Ahom capital Gargaon. He never defeated Ahom king Jayadhwaja Singha as king retreated to hill &continued Guerrilla warfare.Prolonged fight &prospect of stalemate disturbed Jumla.

Statue of Equality (Ramanuja) Muchintal, Hyderabad, Telangana

The Statue of Equality is a monument in India dedicated to the 11th-century Vaishnavaite Sage Bhagavad Ramanuja, commemorating 1000 years since his birth. It was inaugurated by Prime Minister Narendra Modi ji in 2019.

In 2014, Sri Chinna Jeeyar came up with the idea to commemorate the 1000th anniversary of Sri Ramanuja's teachings by building the Statue of Equality. The statue is constructed on an estimated 34 acres in Hyderabad, India.

It consists of a 216 foot tall statue of Ramanuja and is surrounded by 108 Divyadesams (model temples) and includes an educational gallery. The project budget is 1000 crore rupees.The foundation stone for the Statue of Equality was laid by Chinna Jeeyar.

The statue was built by Aerosun Corporation in China before being shipped to India. It is made of panchaloha, a combination of gold, silver, copper, brass and titanium. The statue relies on donations to fund its construction.

The temple is located on the 27,870 square metre second floor with a 120 kg statue of Ramanuja, representing the years he lived, meant for daily worship. The 1,365 square metre third floor including a Vedic digital library and research center.

#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

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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.

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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.

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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.

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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.

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10 must-read books to transform your workday and boost productivity:

1. Atomic Habits

2. The Power of Habit

3. Deep Work

4. Essentialism

I worked in bank liquidity and treasury for the better part of the last decade, and there is one very interesting risk factor from the SVB collapse that I do not think we have ever witnessed before in modern finance, a 🧵:

First, some context. Following the 2008 financial crisis where a massive driver of stress was caused by low quality assets littering the balance sheets of massive institutions, the regulators sought to create a framework to ensure all banks were verifiably sound.

This meant forcing Federally registered banks to conform to capital and liquidity ratios. If they did not comply, they would not be allowed to issue dividends or buy back stocks, hurting the value of their enterprise.

There was the introduction of the concept of RWA, or risk weighted assets. A simple way to think of these ratios is, the riskier your asset base on a weighted basis, the more high quality capital (think cash) you would need to hold to stay in compliance.

Not only were banks required to regularly be in compliance with these ratios as a going concern, but needed to prove they could maintain certain limits when met with a time of stress across a number of incrementally adverse scenarios.