New: The Trump campaign filed a three-page letter in the 3rd Circuit this morning requesting oral argument in its big case trying to undo Biden's win in PA: https://t.co/oSOEc27he8

There is a lot to unpack here, too much for one tweet, so bear with me

1 There's a chasm between an NLP technology that works well in the research lab and something that works for applications that real people use. This was eye-opening when I started my career, and every time I talk to an NLP engineer at @textio, it continues to strike me even now.

2 Research conditions are theoretical and/or idealized. A huge problem for so-called NLP or AI startups with highly credentialed academic founders is that they bring limited knowledge of what it takes to build real products outside the lab.

3 A product is ultimately a thing that people pay for - not just cool technology or user experience. But I’m not even talking about knowledge gaps in go-to-market work. I'm talking purely technical gaps: how you go from science project to performant + delightful user experience.

4 Most commoditized NLP packages solve well-understood problems in standard ways that sacrifice either precision or performance. In a research lab, this is not usually a hard trade-off; in general, no one is using what you make, so performance is less important than precision.

5 In software, when you’re making something for real people to use, these tradeoffs are a big deal. Especially if you’re asking those people to pay for what you’ve made (can’t get away from that pesky GTM thinking). They expect quality, which includes precision AND performance.

🌺श्री गरुड़ पुराण - संक्षिप्त वर्णन🌺

हिन्दु धर्म के 18 पुराणों में से एक गरुड़ पुराण का हिन्दु धर्म में बड़ा महत्व है। गरुड़ पुराण में मृत्यु के बाद सद्गती की व्याख्या मिलती है। इस पुराण के अधिष्ठातृ देव भगवान विष्णु हैं, इसलिए ये वैष्णव पुराण है।

गरुड़ पुराण के अनुसार हमारे कर्मों का फल हमें हमारे जीवन-काल में तो मिलता ही है परंतु मृत्यु के बाद भी अच्छे बुरे कार्यों का उनके अनुसार फल मिलता है। इस कारण इस पुराण में निहित ज्ञान को प्राप्त करने के लिए घर के किसी सदस्य की मृत्यु के बाद का समय निर्धारित किया गया है...

..ताकि उस समय हम जीवन-मरण से जुड़े सभी सत्य जान सकें और मृत्यु के कारण बिछडने वाले सदस्य का दुख कम हो सके।
गरुड़ पुराण में विष्णु की भक्ति व अवतारों का विस्तार से उसी प्रकार वर्णन मिलता है जिस प्रकार भगवत पुराण में।आरम्भ में मनु से सृष्टि की उत्पत्ति,ध्रुव चरित्र की कथा मिलती है।

तदुपरांत सुर्य व चंद्र ग्रहों के मंत्र, शिव-पार्वती मंत्र,इन्द्र सम्बंधित मंत्र,सरस्वती मंत्र और नौ शक्तियों के बारे में विस्तार से बताया गया है।
इस पुराण में उन्नीस हज़ार श्लोक बताए जाते हैं और इसे दो भागों में कहा जाता है।
प्रथम भाग में विष्णुभक्ति और पूजा विधियों का उल्लेख है।

मृत्यु के उपरांत गरुड़ पुराण के श्रवण का प्रावधान है ।
पुराण के द्वितीय भाग में 'प्रेतकल्प' का विस्तार से वर्णन और नरकों में जीव के पड़ने का वृत्तांत मिलता है। मरने के बाद मनुष्य की क्या गति होती है, उसका किस प्रकार की योनियों में जन्म होता है, प्रेत योनि से मुक्ति के उपाय...

A long but must read thread. Udaybhan Rathore and myth making in Maratha history: An analysis. This is the thread on Udaybhan Rathore, who he was and how over the time period, his life was portrayed in maratha chronicles and pseudo history. (1/n)

Udaybhan rathore was the head of Bhinai thikana (84 villages) in Ajmer. He was the direct descendant of the famous Rao Chandrasen, Raja of Marwar (4th generation) who resisted Akbar all his life and never made any alliance with mughals like Maharana Pratap. (2/n)

Later in 1783, Maharaja of Jodhpur gave title of Raja to Bhinai family for their military service. Bhinai family and their direct descendant Raja Sh Mayuraj Singh still lives in Ajmer. Anyway coming to Udaybhan Rathore and story of Tanaji. (3/n)

Jai Singh's march on Shivaji and treaty of Purandar (1665) is a well known episode to repeat here. After getting the hill forts from Shivaji under the treaty, Jai Singh didn't have enough man-power to man every one of the small forts because of his next (4/n)

campaign against Bijapur. Jai Singh personally took over a couple of important forts like Kondhana (Sinhgarh), Purandar etc. Others were given to some mughals or their fortification walls destroyed. Jai Singh died in 1667 near Burhanpur while enroute to the north. (5/n)

BRAHMA VAIVARTA PURAN: IMPORTANCE AND CHARACTERISTICS.

This Puran introduces us to way of Vedas. On the request of Narad Muni Bhagwan Saavarni had preached this Puran. It is a summary of Dharma, Arth, Moksha etc.

Listening to this Puran one gets automatically attached to Vishnu and Shiva and realize that there is no difference between them. Vyasji divided this book into four parts. It has eighteen thousand shlokas. This whole book is in the form of dialogue between Suutji and Maharishi's.

The first part Brahmkhand, consists of Shrishti description. Here Shri is known as Para Brahma and description of Gokul is also mentioned, It also narrates the argument between Brahma and Narad in which both were defeated, and then Narad went to Shiva to attain more gyan.

Shivji advised him to go to Bhagwan Saavarni for this. Narad goes to Saavarni ashram to seek Knowledge and is totally amazed by the sorroundings.

Next is Prakriti khand which consists of dialogue between Narad and Saavarni where they discuss the

Importance of Shri Krishna through various stories. Then there is the discussion of Prakriti and its various hues. Listening to this gets you wealth.
Next is Ganesh Khand which describes the Punyak vrat done by Parvati ji. After this it narrates the birth of Kartikeya and Ganesh.

[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.