LTTS

Double Top Buy above 4854.36 daily close on 1% Box Size chart. https://t.co/KsAg2ZAwCF

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.

In the Hindu Epic Mahabharata, Ashwatthama or Drauni is the son of Dronacharya and the grandson of the Bharadwaj Rishi. Ashwatthama was a Maharathi who fought alongside the Kauravas against the Pandavas in the Kurukshetra War.

According to the Mahabharata, Ashwatthama means the sacred sound associated with the sound of a horse. He was given the name Ashwatthama because when he was born, he cried like a horse.

Here are some interesting facts about Ashwatthama.

- Ashwathama is one of the Ashta Chiranjeevi, Eight Immortals. Ashwatthama was born with a jewel on his forehead, giving him power over all living beings lower than humans. The jewel protected him from hunger, thirst, and fatigue.

- His strength is almost equal to Arjuna’s, especially in archery. Among the Kuru princes, he was good friends with Duryodhan, the eldest son of Dhritarashtra. They both have jealousy towards the Pandavas.

Duryodhan felt that Yudhisthir was his obstacle in inheriting the throne of Hastinapur, while Arjun’s talent made Ashwatthama jealous because he felt that his father’s love had been divided. After all, Arjuna was Drona’s favourite student.

Boss is always Boss @Mitesh_Engr

Mitesh Sir's FUTURES BREAKOUT TRADES 101:

• How to pick stocks at right time?
• What to look for?
• Importance of BO post consolidation
• How to manage SL
• How to get huge profits
• Multiple Examples

In collaboration with @niki_poojary

Importance of Trading only BO or BD stocks by @Mitesh_Engr Sir: 👇

•Two questions to always ask:

~Why stock is going up/down and when?
~ Who is behind big up/down and when?

• Trade only stocks with Momentum
• Instant results
• Small SL or huge profits

Sir's take on how to Trade: 👇

• Observe fight between buyer & seller
• Position will be created within first 3 hours
• Operators will win
• Just find BO or BD
• Look for huge volume support
• Give company to operators
• ATP importance explained

How to take trade in Breakout/Breakdown stocks by @Mitesh_Engr Sir: 👇

• Check Support & Resistance
• Wait for 2-3 months consolidation
• Surge in volumes
• Trade on 3 min charts
• Small SL
• Keep trailing
• Always pyramid in profit

When and Why to Pyramid? By @Mitesh_Engr Sir

• Adding to winning positions
• Signals of continued strength
• Potentially large profits
• An Example of pyramiding in one of his trades

PAKISTAN-INDIA WATER ISSUES – HOW INDIA STOPPED WATER IN PAKISTAN's CANALS IN 1948

Thread

After partition in 1947, the water system was also bifurcated between Pakistan n India.

India cheated Pakistan when on April 1, 1948, India suddenly n without warning stopped...
1/n

...the supply of waters flowing into Pakistan's Central Bari Doab and Dipalpur Canals.

The boundary award on the partition of the sub-continent had left the headworks of these canals in Indian territory, and in accepting it India had implied her willingness to leave...

2/n

...the historic distribution of common waters undisturbed.

India's action was therefore in flagrant disregard not only of international law n morality, but of her solemn commitments with Pakistan and a gross violation of this country's historical rights over common waters.

3/n

Faced with a threat of utter desolation of millions of acres of fertile land, Pakistan had perforce to sign a document with India in which she agreed to "India's progressively diminishing water supplies to these canals and to the West Punjab government's tapping...

4/n

...alternative resources".

A specific reservation was made in the document with regard to India's claim that she had full property rights over waters flowing into her territory, and could therefore use them as she liked.

The issue was, however, to be examined...

5/n

The man who invented autocorrect should burn in hello.

It was meant to put a smile on your face. Please stop sending me instructions on how to turn my autocorrect off. 😳🤔

Texted my friends to ask if I could take their kids with me to Satan... still have not heard back from them. I meant Santa...

Thanks for all the love, I appreciate a follow. 💗