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Saved by @kumar_praveen96

*Reproducible Deep Learning*

The first two exercises are out!

We start quick and easily, with some simple manipulation on Git branches, scripting, audio classification, and configuration with @Hydra_Framework.

Small thread with all information 🙃 /n

 Reproducibility is associated to production environments and MLOps, but it is a major concern today also in the research community.

My biased introduction to the issue is here: https://t.co/PqWH6uL5eT
The local setup is on the repository: https://t.co/9mhtZoJhE9

The use case for the course is a small audio classification model trained on event detection with the awesome @PyTorchLightnin library.

Feel free to check the notebook if you are unfamiliar with the task. /n
I spent some time understanding how to make the course as modular and "reproducible" as possible.

My solution is to split each exercise into a separate Git branch containing all the instructions, and a separate branch with the solution.

Two branches for now (Git and Hydra). /n
How well do you *really* know Git? The more I learn, the more I find it incredible.

I summarized most of the information on a separate set of slides: https://t.co/6dSmK3IfWB

Be sure to check them out before continuing! /n
Exercise 1 is a simple example of turning a notebook into a working script.

To make things more interesting, you have to complete the exercise while working on a separate Git branch!

https://t.co/35y9NQaVtz

Nothing incredible, but it is always good to start small /n
Once you have a working training script, it is time to add some "bell and whistles"!

My must-have is some external configuration w/ @Hydra_Framework. Exercise 2 guides you in all the required steps.

Plus side: colored logging!

https://t.co/WyAIMXASRl
That is all for the moment. The next exercises will explore having external data versioning with @DVCorg and complete isolation with @Docker.

You can follow by starring the official repository, or here on Twitter. 👀

https://t.co/9mhtZoJhE9

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Anu Satheesh \U0001f1ee\U0001f1f3
Anu Satheesh 🇮🇳...
@AnuSatheesh5
Mangottu Bhagavathi Temple
#Palakkad #Kerala
#keralatemples 🚩

Mangottu Bhagavathi Temple is situated in Athipotta near Alathur of palakkad district. Devi is kshipraprasadi here and grants relief to those who worship with full faith.
Mookken Chathen, situated on the Northern 👇


side of the temple, is guarding Devi here.
Story says that, once there lived a weaver named Kuttan who was a Devi Bhaktan. During one festival time Kuttan was so pleased by the Devi Vigraham that he requested her to come along with him. At that time wind blew heavily and Cloths


in Vigraham flew. Kuttan immediately decorated Devi with his cloth which stuck to Vigraham and returned to his village and with his Umbrella. Devi came with him in that Umbrella and stayed in his place. This place is Mangottu Bhagavathi temple now.

Amme Narayana
🙏🕉🙏
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Jaya_Upadhyaya
Jaya_Upadhyaya
@Jayalko1
NARHARI AND BHAGWAN PANDURANG/VITTHAL

Once a goldsmith by the name of Narhari lived in Pandharpur. He excelled in his craft. He had vowed not to look at Pandurang or visit his mandir ever, as he was a Shiva Bhakt.
One day, a wealthy merchant visited him.


He wanted a gold girdle studded with precious gems, to be made for Prabhu Vitthal. Narhari refused to make it as it was for Vitthal.
After many requests, he agreed to make the girdle but asked the merchant to bring the measurement from the mandir as he himself would not go there


The measurement was given n he made the girdle. When the girdle was put on Vitthal, it was loose. Narhari had to shorten it. Now the girdle became tight. So Narhari was forced to take measurement on his own. He had to go to the mandir but went blindfolded to avoid seeing Vitthal


In the Mandir, when blindfolded Narhari touched Vitthal, he felt as if he was touching Shiva with matted hair, the moon, snake in His neck and Trishul in His hand. Ecstatic with joy, he removed the blindfold to see Shiva but he found the murti of Vitthal with Rukmini there.


He realised the truth that there was no difference between Vitthal and Shiva. Narhari at once fell at the feet of Panduranga. He then took the measurement of the waist of Vitthal and this time the ornament fit the Murti perfectly.

Narayan Hari🙏🏻
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WORLD OF SANATAN DHARMA
WORLD OF SANATAN DHARM...
@world_sanatan
LESSER KNOWN DETAILS ABOUT THE BATTLE OF PRATAPGAD - THIS YOU ALL SHOULD READ

In the 1659 Adilshah sent Afzalkhan with the army of 75000 soldiers to destroy Chhatrapati Shivaji Maharaj with his empire. He was the main soldier, warrior and minister in Adilshahi Sultanate.


He was the Subhedar of Wai province.

He was very powerful physically. His height was 7.3 ft. due to same he was very popular as a strong man from Adilshahi Sultanate.

Whole India was not daring to fight with Adilshahi due to Afzal Khan.

Badi Begum Sahiba sent him to kill Chhatrapati Shivaji on any cost.

Voluntary he decided to destroy Chhatrapati Shivaji’s empire with him. He started his operation against Chhatrapati Shivaji from "wai". He destroyed many temples like as Tulja Bhavani Temple.

He destroyed so many villages, killed villagers to torture Chhatrapati Shivaji.

DETAILED VIEW- Running commentary

1. Chhatrapati Shivaji chose Pantaji as a lawyer to communicate with Afzal Khan. Pantaji was very sharp minded, who did his job very nicely.

2. He presented Chhatrapati Shivaji is fearing Afzal Khan and he wanted to invite him in his kingdom near Pratapgad.

3. Pantaji succeed in the communication with Afzal Khan and he brought him as per the planning of Chhatrapati Shivaji.
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Anshumani Ruddra
Anshumani Ruddra
@baboonzero
Mahabharat - the great war - 18 days of heroism, deceit, blood and intrigue - now as a mega Twitter thread.

I'll add the events from a few days of the war each day.

Caveats: lots of editorialization, creative liberties and interpretations.

There will also be a lot of asides - especially around war strategy and tactics, the characters and their motivations and non-canon storylines.

Over the years, I've read multiple versions, phenomenal translations and modern retellings. So be prepared for a potpourri.

There are different ways of looking at this war. Was it a family feud? Sure - but whose family? Shantanu's or Satyavati's? Was Vyas essentially telling us his family history? And then Kunti added a twist to this tale. Here's a helpful chart:


Satyavati's two sons from Shantanu both died without children. Vyas - her first son - fathered Dhritarashtra and Pandu (and Vidur).

Pandu never fathered any children. Kunti and Madari gave birth to six demi-gods (Karna and the five Pandavs).

So Satyavati Vs Kunti and Madari.

Or was this a fight between two massive neighbouring kingdoms - the Kurus and the Panchals? While many smaller kingdoms joined the battle, most of the Pandav army (more than half of their 7 divisions) came from the Panchals. King Drupad and his son Shikhandi led two divisions.
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Colby Kultgen
Colby Kultgen
@thecolbykultgen
The 7 Habits of Highly Effective People has sold more than 40 million copies.

Don't have time to read it?
—No worries.

Here are the 7 key lessons you should apply:


Habit #1 — BE PROACTIVE

It all starts with action.

Rather than being "reactive" (externally influenced).
Focus on being "proactive" (initiative-taking).

This puts you in firm control of your life.


Habit #2 — BEGIN WITH THE END IN MIND

"No wind is favorable if one does not know to which port one is sailing."

I use this goal-setting system to stay on track myself:

Who do I want to be --> Monthly goal to achieve it? --> Daily action to reach that goal?

I update weekly.


Habit #3 — FIRST THINGS FIRST

Knowing the work that moves the needle is half the battle.

The Eisenhower Matrix can come in handy here:

Urgent + Important - Do it
Important + Not urgent - Schedule it
Urgent + Not important - Delegate it
Not urgent + Not important - Delete it


Habit #4 — THINK WIN-WIN

Always strive to find a mutually beneficial solution.

How to:
- Be as objective as possible
- Try to see from their perspective
- Determine what a "win" truly means for both parties
- Work to find the best solution for both parties
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KANAKA DURGAMMA, VIJAYWADA (AP)
#bharatmandir

Ma Kanakadurgeswari is the supreme Goddess of Andhra Pradesh, seated atop the Indrakilaparvatha at Vijayawada.
This area is called Bezawada as Shiva made a bejjam (hole) in the rocks so that Krishna river could flow freely.


Once, a Rishi Indra Keela prayed to Devi and asked her to reside on his head forever. Devi told him to wait in the form of a mountain in the holy plains of River Krishna.
Later, when Devi killed all demons, she settled on Keeladri as Mahishasura Mardini and fulfilled his wish.


In this place, Arjuna performed penance and fought with Shiva, who had appeared in the guise of Kiratha to win Pasupathastra, the most powerful weapon. So this place is also called phalguna theertha and Vijaywada on account of Arjun’s victory.


Adi Sankaracharya visited this shrine and worshipped the Devi. He installed SRICHAKRAM at the feet of Sri Kanaka Durga.

Adjacent to the Kanakadurga shrine is the shrine of the divine consort-Sri Malleswara Swamy on the Indrakeeladri.
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Filippo Valsorda
Filippo Valsorda
@FiloSottile
“We don’t negotiate salaries” is a negotiation tactic.

Always. No, your company is not an exception.

A tactic I don’t appreciate at all because of how unfairly it penalizes low-leverage, junior employees, and those loyal enough not to question it, but that’s negotiation for you after all. Weaponized information asymmetry.

Listen to Aditya


And by the way, you should never be worried that an offer would be withdrawn if you politely negotiate.

I have seen this happen *extremely* rarely, mostly to women, and anyway is a giant red flag. It suggests you probably didn’t want to work there.

You wish there was no negotiating so it would all be more fair? I feel you, but it’s not happening.

Instead, negotiate hard, use your privilege, and then go and share numbers with your underrepresented and underpaid colleagues. […]
LIFE
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Vibhu Vashisth
Vibhu Vashisth
@VIBHU_Tweet
दधीचि ऋषि को मनाही थी कि वह अश्विनी कुमारों को किसी भी अवस्था में ब्रह्मविद्या का उपदेश नहीं दें। ये आदेश देवराज इन्द्र का था।वह नहीं चाहते थे कि उनके सिंहासन को प्रत्यक्ष या परोक्ष रुप से कोई भी खतरा हो।मगर जब अश्विनी कुमारों ने सहृदय प्रार्थना की तो महर्षि सहर्ष मान गए।


और उन्होनें ब्रह्मविद्या का ज्ञान अश्विनि कुमारों को दे दिया। गुप्तचरों के माध्यम से जब खबर इन्द्रदेव तक पहुंची तो वे क्रोध में खड़ग ले कर गए और महर्षि दधीचि का सर धड़ से अलग कर दिया।मगर अश्विनी कुमार भी कहां चुप बैठने वाले थे।उन्होने तुरंत एक अश्व का सिर महर्षि के धड़ पे...


...प्रत्यारोपित कर उन्हें जीवित रख लिया।उस दिन के पश्चात महर्षि दधीचि अश्वशिरा भी कहलाए जाने लगे।अब आगे सुनिये की किस प्रकार महर्षि दधीचि का सर काटने वाले इन्द्र कैसे अपनी रक्षा हेतु उनके आगे गिड़गिड़ाए ।

एक बार देवराज इन्द्र अपनी सभा में बैठे थे, तो उन्हे खुद पर अभिमान हो आया।


वे सोचने लगे कि हम तीनों लोकों के स्वामी हैं। ब्राह्मण हमें यज्ञ में आहुति देते हैं और हमारी उपासना करते हैं। फिर हम सामान्य ब्राह्मण बृहस्पति से क्यों डरते हैं ?उनके आने पर क्यों खड़े हो जाते हैं?वे तो हमारी जीविका से पलते हैं। देवर्षि बृहस्पति देवताओं के गुरु थे।

अभिमान के कारण ऋषि बृहस्पति के पधारने पर न तो इन्द्र ही खड़े हुए और न ही अन्य देवों को खड़े होने दिया।देवगुरु बृहस्पति इन्द्र का ये कठोर दुर्व्यवहार देख कर चुप चाप वहां से लौट गए।कुछ देर पश्चात जब देवराज का मद उतरा तो उन्हे अपनी गलती का एहसास हुआ।
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raina douris
raina douris
@RahRahRaina
fascinated by this man, mario cortellucci, and his outsized influence on ontario and GTA politics. cortellucci, who lives in vaughan and ran as a far-right candidate for the italian senate back in 2018 - is a major ford donor...


his name might sound familiar because the new cortellucci vaughan hospital at mackenzie health, the one doug ford has been touting lately as a covid-centric facility, is named after him and his family

but his name also pops up in a LOT of other ford projects. for instance - he controls the long term lease on big parts of toronto's portlands... where doug ford once proposed building an nfl stadium and monorail... https://t.co/weOMJ51bVF


cortellucci, who is a developer, also owns a large chunk of the greenbelt. doug ford's desire to develop the greenbelt has been

and late last year he rolled back the mandate of conservation authorities there, prompting the resignations of several members of the greenbelt advisory
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Jaya_Upadhyaya
Jaya_Upadhyaya
@Jayalko1
HORANADU ANNAPOORNESHWARI, CHIKMAGALUR (KAR)
#bharatmandir

Annapoorneshwari is the Devi of nutrition and food. The literal meaning of Annapoorneshwari is “Feeding one and all”. Anyone who comes here is offered meals and shelter within the premises.
@LostTemple7


Maharshi Agastya is believed to have done pratishtha here.

Once, Shiva and Parvati had an argument. Shiva declared everything in the world including food to be Maya or illusion. To prove him wrong, Devi Parvati disappeared resulting in entire Earth becoming still.


Taking pity, Devi appeared as Annapoorna and relieved everyone.
Another belief is that once Shiva beheaded Brahma and his skull got stuck in Shiva’s hand. He was cursed that till the skull is not full of food or grains, it will remain stuck to his hands.


Shiva went everywhere and asked for food but the skull was never full. He finally came here and Maa Annapoorna filled the skull with grains and reversed Shiva’s curse.

It is believed that who ever visits Devi Annapoorna here will never be without food in their lives.
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