BC ALL
Saved by @ankitsrihbti

I’m excited to share our new paper on HyperTransformers, a novel architecture for few-shot learning able to generate the weights of a CNN directly from a given support set. 🧵👇

📜: https://t.co/vcm67G6P6t with Andrey Zhmoginov and Mark Sandler.

 2) We train a transformer model to `convert` a few-shot task description into a small CNN network specialized in solving it on new images.
3) This effectively decouples a high-capacity transformer generator from a much smaller inference model. It is different from most of the existing methods, e.g. MAML where the generator and the executing model share the same architecture.
4) CNN weights are generated layer-by-layer from a combination of layer embedding (features from the last generated layer), and image w/ class embeddings (features directly from the data). The final weights are extracted from output of self-attention (similar to [CLS] tokens).
5) What is cool is that we can also add unlabeled samples from the support set into the mix, effectively allowing for semi-supervised few-shot learning!
6) HyperTransformers are comparable in performance to many competing methods on miniIImageNet and tieredImageNet datasets.
7) But our method especially shines for the case of small target CNN architectures, where the large capacity of the transformer model is the most useful and noticeable. For the 8-channels model we are seeing 5-10% improvement over MAML++!
8) As it turns out, for small target models, where every neuron matters, it is important to generate the whole network from a given support set. For larger target models even generating only the last logits layers appears to be sufficient.
9) We are really excited about the direction of using Transformers to guide the construction and performance of smaller specialized models e.g. in low-power settings. This has a lot of applications in the areas where high-performance compact personalized networks are being used.

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Jaya_Upadhyaya
Jaya_Upadhyaya
@Jayalko1
WEAPONS OF MAHADEV

Sarvaripati Shiva is one of the most fearsome manifestations of Mahadev. Assigned with destroying all of the universes at the end of time, Shiva is one of the most fearsome warriors. He is the Mrityunjaya.
Here are some weapons associated with him:


TRISHULA: the 3 pointed blades denote creation, maintenance, and destruction or the 3 Kalas – Past, Present and Future. They also represent 3 Gunas – Sattva, Rajas and Tamas).
Shiva’s trishul can only be stopped by Shiva himself.
@onlyonenetra @DetheEsha


Trishul is also said to represent Ida, Pingala, and Sushumna. These are the three basic nadis – the left, the right and the central – in the pranamaya kosha, or the energy body of the human system.
@iamkamyabuch @unever_followme


PARASHU: axe with 4 cutting edges which Shiva gave to Parashurama. In his anger, Parashurama used the parashu to get rid of the all the Earth’s tyrannical kshatriya caste twenty-one times over.
@harshasherni


CHANDRAHASA SWORD: The divine sword Chandrahasa literally means ‘the laughter of the moon’. Ravana gave this sword to Indrajit on different occasions especially to fight against Devas.
GIRISH: A special sword of Shiva with unique characteristics.
ALL
Arif Hasan\U0001f1ee\U0001f1f3
Arif Hasan🇮🇳...
@arifhasan18
5 star RSI Strategy by @VishalMalkan

Unconventional approach of 60-40 RSI and range shift concept.

According to him,
whenever the market is bearish,
it won’t be able to cross 60,
and whenever in a bullish trend,
it won’t be able to cross 40.

Like & Retweet for Maximum Reach.

So, instead of the 70-30 Relative Strength Index,
we will use the 60-40 range for the RSI indicator for this strategy.

When the
Monthly and Weekly RSI>60,
& when the RSI takes support at 40 in the daily chart,
it may bounce back and most probably it will not go below 40.

If a bullish candle is formed at the 40 RSI level,
the prices may bounce back, and one can enter the stock.

The stoploss can be placed at the low of that bullish candlestick,
and the target can be the 60 RSI level.

When the
Monthly and Weekly RSI<40,
& when the RSI takes resistance at 60 in the daily chart,
it may bounce back and most probably it will not go above 60

If a bearish candle is formed at the 60 RSI level,
the prices may bounce back from there, & 1 can enter the stock 4 shorting

The stoploss can be placed at the high of that bearish candlestick, and the target can be the 40 RSI levels.

#banknifty

This range shift concept can be applied in any timeframe,
whether intraday, daily,weekly, etc.
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Vibhu Vashisth
Vibhu Vashisth
@VIBHU_Tweet
RANI NAIKI DEVI AND THE BATTLE OF KASAHRADA

Mohammad Ghori, the young Ghurid Prince conquered Ghaznavids in Afghanistan in the year 1173 CE. He conducted some successful raids into the Indian territory, which even Mahmud Ghazni & the Persians couldn't do.


First&foremost,Ghori invaded states of Multan &Uch in India.After this he turned to southern states of Gujarat &Rajputana.Everybody knows this about Ghori,but what most pple r unaware of is the defeat he suffered at hands of Chalukyan Queen Naiki Devi in 1178 Battle of Kasahrada.


When he marched southwards, his first target was the prosperous fortified town of Anhilwara Patan.
It was the capital of Chalukyas(also known as Solankis of Gujarat) which was established by Vanraj of Chapotkata Dynasty in 8th century.


American historian Tertius Chandler states that it was the 10th largest city in the world at that time. The history of Chalukyas has been written by many historians, but the valour of the Great Queen Naiki Devi remains unsung.


Born to the Kadamba King Paramardin of Goa,Naiki Devi was well trained in sword fighting, horse riding, strategy & every other subject of Statesmanship. She was married to King Ajaypala of Gujarat who sat on throne in 1171CE. Unfortunately,the King died within 4 yrs of his rule.
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Buzz Chronicles
Buzz Chronicles
@buzz_chronicles
@SaveToBookmarks Nǐ hǎo! Saving all night and all day :) Original tweet by @AnJamison: "@SethAbramson @buzz\_chronicles @buzz\\\_chronicles @buzz_chronicles save as cat...". See You soon! ✌

Hello! Pleasure is mine. Original tweet by @SaveToBookmarks: "@AnJamison @SethAbramson @buzz @buzz_chronicles @pdfmakerapp @Readwiseio @thread...". Cheers! 👉
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Buzz Chronicles
Buzz Chronicles
@buzz_chronicles
@SaveToBookmarks Hello! There you go! Original tweet by @AchuthArora: "@Artofphysique_ @buzz_chronicles @rattibha @SaveToBookmarks save as Workouts". Cheers! 👌

Hi! Saving all night and all day :) Original tweet by @SaveToBookmarks: "@AchuthArora @Artofphysique_ @buzz_chronicles @rattibha Aye aye, captain👮‍♀️!

I...". See You soon! 👉
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Sanjeev Upadhyay\U0001f1ee\U0001f1f3
Sanjeev Upadhyay🇮🇳...
@SanjeevUpadhy13
What Happened To Bhakt Prahlad after Hiranyakashipu Vadh
#Thread
Prahlada became the mighty king of the Asuras after Shri Narsimha killed Hiranyakashipu. Prahlada was even more powerful than his father, Hiranyakashipu ever was. He enjoyed the love and respect of his subjects.


By virtue of his good behaviour, Prahlada conquered the three worlds easily and Indra ran away from the Heavens. Indra then deceived Prahlada into giving him the power of his behaviour and Prahlada lost control of the three worlds.


Asuras grew angry at the Devas for taking advantage of their King's virtuous behaviour and invaded the heavens. The Devas, afraid of the Asuras, enlisted the help of human Kings such as Yayati, Raji and Kakutstha and defeated them.

Prahlada attacked the gods and defeated Indra in battle, forcing the King of the Gods to run for his life. Indra sought help of Lord Vishnu. Infused with his power, Indra defeated Prahlada. The latter understood that Vishnu was helping Indra in battle and he withdrew his forces.


Prahlada first gave his kingdom to Andhaka, but the latter was defeated by Shiva. So Prahlada gave it to his son Virochana and undertook a Tirtha Yatra.
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Pran Katariya
Pran Katariya
@KatariyaPran
The Straddle is my favorite trade these days. But more often than not, one needs to adjust to make a good return from it. There are many ways to do this depending on your view, psychology and imagination. Will discuss a few that I use

The Straddle is a delta neutral strategy and it is important to keep deltas in check during the course of the Trade and not let them run away from you. Of course Volatility is the elephant in the room- but not going there as that will require a separate discussion

The first and most common method is to go 'inverted.' That is to say to shift the untested side to generate additional Premium and increase the runway to Breakeven. So if you start with a Straddle at 700 and price goes to 740, you can move the PE up to say 720.

How much should you move the untested side? While again this is a matter of skill, experience and artistry, the rule of thumb is to cut deltas by half. Remember, prices will move and you have to allow sufficient room for them to fluctuate

The second method is to shift the entire Straddle in the direction of the move. So if you have a 700 Straddle and Price goes to 740, you can shift the Straddle to 720. If you time this right, it can generally be done at virtually no cost or minimal cost.
ALL , OPTION SELLING , STRADDLE OPTION SELLING
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Tinker \u274e
Tinker ❎
@TinkerSec
Singing the Blues:
Taking Down an Insider Threat

"I had all of the advantages. I was already inside the network. No one suspected me. But they found my hack, kicked me off the network...

...and physically hunted me down."


Many pentests start from the outside, wanting to see how the perimeter might be breached.

This pentest started from the inside. My client wanted to assume they had already been breached, and, if breached, how far could an attacker go.

Could they stop me once I was inside?

So they snuck me in. Disguised me as a new employee. Gave me a work computer, an ID badge, an account in their system... hell, I even had a cubicle w/my assumed name on it.

The only person who knew who I really was was their CISO. Everyone else thought I was Jeremy in Marketing.

During most of the first morning, I completed onboarding, made introductions, and completed menial tasks.

But I had to act quick. I only had a week onsite. I had to hack their network while not raising suspicion.

So I set about it.

You have to understand... most "Internal Pentests" are straight forward. The hard part is breaching the network, but once you're inside, it's a target rich environment. End of Life computers, default passwords, everyone a Local Administrator...
TECH
Anshul Pandey
Anshul Pandey
@Anshulspiritual
STORY OF PURANAS AND SUB PURANA (उप पुराण).

We have already gone through the series on importance & characteristics of all the eighteen Purans. We also know that originally there were hundred crore shlokas but were divided by Vyas in each Kalp and was compiled as eighteen Purans


for the common people to understand it properly and now their total is about four lakhs.

In Brahm Puran, Brahma preached this to Marichi. So this Puran of ten thousand shlokas is called Brahm Puran.

In Padma Puran, the base of the story is the appearance of Brahma on a lotus(Padm) from Vishnu' s navel.This has fifty five thousand shlokas.

Vishnu Puran is primarily based in Varah kalp. This book is on Vishnu and this book has twenty three thousand shlokas.

Vaayu Puran is written in Shwet Kalp and has twenty four thousand shlokas. Here Vayudev preaches about Dharma.

In Bhagwat Puran, which is written with the base of Gayatri mantra describes Dharma extensively. It has 18000 shlokas. It also mentions the story of Vritrasur.

In Narad Puran, which has twenty five thousand shlokas, is a sermon on Dharma by Narad based in Brihad Kalp.

Markandeya Puran has nine thousand shlokas and here it is through the birds that Dharma is described.
RELIGION
Aditya Todmal
Aditya Todmal
@AdityaTodmal
Master Thread of all my threads!

Hello!! 👋

• I have curated some of the best tweets from the best traders we know of.

• Making one master thread and will keep posting all my threads under this.

• Go through this for super learning/value totally free of cost! 😃

1. 7 FREE OPTION TRADING COURSES FOR


2. THE ABSOLUTE BEST 15 SCANNERS EXPERTS ARE USING

Got these scanners from the following accounts:

1. @Pathik_Trader
2. @sanjufunda
3. @sanstocktrader
4. @SouravSenguptaI
5. @Rishikesh_ADX


3. 12 TRADING SETUPS which experts are using.

These setups I found from the following 4 accounts:

1. @Pathik_Trader
2. @sourabhsiso19
3. @ITRADE191
4.


4. Curated tweets on HOW TO SELL STRADDLES.

Everything covered in this thread.
1. Management
2. How to initiate
3. When to exit straddles
4. Examples
5. Videos on
OPTION SELLING , OPTIONSTRATEGIES , CATEGORY