The toughest data science interview I ever had

I got bombarded for 45 minutes with theoretical questions:

🔸 Entropy
🔸 KL divergence, other divergences
🔸 Kolmogorov complexity
🔸 Jacobian and Hessian
🔸 Linear independence
🔸 Determinant

Continued 👇

(MAJOR NOTE) The reason Manafort took over Trump's campaign in just 3 weeks despite being hired as a mere delegate counter is that ROGER STONE initiated a whisper campaign against Corey Lewandowski. That campaign started...days after Manafort returned from meeting with WikiLeaks.

2/ Stone and Manafort are longtime business partners; we'd expect Manafort to tell Stone what Assange told him, and for him to expect Stone to then pressure the campaign not only to hire him but quickly elevate him.

And who was Stone in touch with at the campaign? Trump himself.

3/ I bet you Manafort's late March emails are very interesting and that some of them are to/from his longtime business associate Roger Stone. And I bet Roger Stone's late March phone calls are very interesting and that some of them are to/from his longtime friend Donald Trump.

4/ At the end of March 2016, Trump suddenly convenes a NatSec meeting. At that meeting he directs his NatSec team to change the RNC platform in July to benefit Putin. Who later takes credit for that change?

Paul Manafort's business associate, Kremlin agent Konstantin Kilimnick.

5/ Why did Donald Trump suddenly convene a NatSec meeting 3 days after he finally hired Manafort? Why did he issue a pro-Kremlin directive at that meeting that Manafort's camp would later take credit for? What did Manafort tell Trump in the days leading up to that NatSec meeting?

DEVI KARUMARIAMMAN, THIRUVERKADU (TN)

Devi is worshipped here as both Swayambhu (self-manifested) and as Parashakti (with 4 arms holding skull,sword,trishul,udukkai/damru).

Here, Muruga got Vel from Devi to fight Suran. So the place was called Vel kadu which became Verkadu.

It is said that there was an anthill here long ago. Devi appeared in the dream of a devotee and asked him to build a shrine at that spot. When the anthill was removed, the swayambhu murti of Devi emerged. So Devi is called Karuvil Illadha Karumari ( not in the womb of mother).

Once, Devi went to Surya in the form of an old woman but Surya neglected her. Devi’s anger made Surya lose his brightness.
To appease her, Surya said that His rays would fall on Her directly twice in a year and touch her feet. Also, Sunday is celebrated as day of Devi Karumari.

There is also a wooden image of Devi (Marachilai Amman) here. Devotees offer locks to her in the belief that She would safe guard their houses.
Temple tank (Thiruchamber Poigai) is said to have been created by Subramanya. Taking dip in it is said to cure skin related disorders.

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.

The thread explains my momentum scanner and how to build it in #TradePoint software.
@Definedge
Conditions :
1)EMA 8 above EMA 34 and rising
2)Candle close above previous 5 candle high
3) RSI above 60
4) Volume above previous 5 candles
5) ADX above 30
1/n

Select Double Moving Average 8 and 34
2/n

Under Patterns select Close Above Prev Bars
3/n

Qualify the candle close
4/n

RSI above 60
5/n

MOHIYAL_BRAHMIN_KING
RAJA_PORUS
King_Porus_History

1)King Porus was a famous Indian king, his real name was #Purushotama. He belonged to PURU tribe mentioned in #RIG_VEDA, the Ancient books of India.

2) Porus ruled the Punjab region and expanded his kingdom between the Jhelum River and Chenab River in the Indian Subcontinent. He was a legendary warrior and more war skills. He made the army most powerful with war skills. Even Alexander had also made difficulty to defeat Porus.

3)Word of Mouth Oral tradition in #Mohyal_Brahmin families since ancient times has kept the Great Saga of their Great Elder known to them as Maharaja “ #Puru” alive.

4) When #Alexander the Great invaded India in 326 BC he was challenged near Taxila by a mere chieftain of the Area. He was King #Porus, a #Vaid_Mohyal. After his encounter with Porus, Alexander met with more resistance near Multan where the forces were predominantly #Mohyal.

5)The Bali rulers of Multan fiercely engaged with Alexander's army in skirmishes in which many senior Generals died. Later during the long and bitter fighting in #Multan, Alexander got hurt by an arrow which pierced his chest ,