vishal topno_IOFS

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[Dhruv kumar @Dhruvkumar16797]

A man spends 50 years teaching at MIT.

He knows his time is running out.

So he records one last lecture — everything he knows, distilled into a single hour.

He died 5 months later.

This is that lecture.

The most important hour you'll watch this week. 👇
Bookmark it for later

[shobhanai @HeyShobhan]

A billionaire literally explained how the entire economy works in 42 minutes better than most $200,000 MBA programs ever could.

[shobhanai @HeyShobhan]

In 1986 a guy got kicked out of every casino in Vegas for counting cards. So he flew to Hong Kong with $180,000 and started betting on horses instead. He walked away with almost $900 million.

It's Bill Benter. He figured horse racing was just another counting problem. Same math, more moving parts.

He and a partner showed up with $180k and a computer. Benter spent years teaching that computer to guess one thing, the real chance each horse had to win. If his number was better than the odds the bookies gave, he bet. If not, he skipped it.

That's the whole trick. Expected value.

EV = p · b − (1 − p)

Only bet when your win chance p, at odds b, is worth more than your chance of losing.

This recording was never meant to be some hidden gem. Nobody expected Professor Tsitsiklis to hand the whole foundation away in 45 minutes, but that's exactly what happens on the board. Students in that room pay over $80,000 a year to sit through it. It's free right here. It's free right here.

Every quant, every professional bettor, every hedge fund analyst started with this exact hour. Benter just watched it and actually did the homework.

Almost nobody knows this lecture even exists. Watch it before it gets taken down.

The answer is in this video.

[shobhanai @HeyShobhan]

A man spends 50 years teaching at MIT.

He knows his time is running out.

So he records one last lecture — everything he knows, distilled into a single hour.

He died 5 months later.

This is that lecture.

The most important hour you'll watch this week. 👇
Bookmark it for later

If you have one uninterrupted hour this week, I'd recommend watching it.

🔖 Save this for when you have the time.

[Dhruv kumar @Dhruvkumar16797]

🚨Leave Netflix tonight.

Watch this 2 h 34 min Stanford class.

It's the clearest, most complete, and brutally honest explanation out there on how ChatGPT and Claude are really built.

From Tokenization and BPE to the Transformer architecture, the training pipeline, and the next-token decoder. No fluff. No marketing. Just the truth.

Doesn't matter if you've never touched a line of AI code or if you spend your days launching Agents: by the end, you'll suddenly connect a ton of pieces you've been trying to fit together for years.

The real core boils down to this:

How text turns into numbers the model can "eat" (BPE tokenization)
The sole mission of a language model: predict the next token
How the Transformer uses Attention so tokens can pass messages to each other
In training, the NLL loss pushes the probability of the entire sequence
In generation, the decoder builds the response token by token

The big-picture view that takes most people years to form… this class delivers it to you complete in one sitting.

Free up your time.
This could be, no exaggeration, the most valuable class you watch this month.

[IOFS Officers' Association @iofsoa]

We Congratulate our Senior Most Dr J P Dash, IOFS'89 upon assuming the charge of DGO (C&S). He has guided us throughout the transition & restructuring of Ordnance Factory Board as the Head of @nadpnagpur. We hope for the same in the Capacity of the Head of @Dte_of_Ordnance🎉🎊

[IOFS Officers' Association @iofsoa]

💐🎊🎉 Congratulations to all Officers on the SAG Promotions.🎉🎊💐

[IOFS Officers' Association @iofsoa]

🎉🎊💐Many Congratulations to Shri Rohit Kumar Mishra, IOFS'09 on being appointed as the CVO of Bridge & Roof Company India Limited (BRCIL).🎉🎊💐

[vishal topno_IOFS @vishaltopno]

@AndrewBolis YT

[IOFS Officers' Association @iofsoa]

💐🎉🎊IOFSOA Congratulates Shri Sanjay Dwivedi, IOFS, ndc upon Taking the Charge of Director General of DoO(C&S) Kolkata. We Expect & Seek Impeccable Support & Guidance in Amicable Resolutions of IOFS Cadre Issues & for Bright Future of Officers💐🎉🎊@sanjaydwivedi28 @DoO_India

[Darshal Jaitwar @darshal_]

All Paid Courses (Free for First 4500 People)

𝗣𝗮𝗶𝗱 𝗖𝗼𝘂𝗿𝘀𝗲 𝗙𝗥𝗘𝗘 (PART - 3)

1. Artificial Intelligence
2. Machine Learning
3. Cloud Computing
4. Ethical Hacking
5. Data Analytics
6. AWS Certified
7. Data Science
8. BIG DATA
9. Python
10. MBA

(72 Hours only )

To get-
1. Follow @darshal_ [MUST]
2. Like & Retweet to get DM
3. Reply " All "

[vishal topno_IOFS @vishaltopno]

@darshal_ @Gladiatorszonee All

[IOFS Officers' Association @iofsoa]

Malafide transfer of IOFS officer amid ongoing CBI probe, based on false complaints, raises serious questions on fairness & intent. Such actions can obstruct investigation. Urgent intervention needed. @rajnathsingh @DefenceMinIndia @DefProdnIndia @TCLKanpur @ABPNews @ndtv @aajtak

[vishal topno_IOFS @vishaltopno]

Post your badge on a social media platform (Fireside Forum, X, Instagram, etc.) using #PiOpenNetwork. After sharing, return here and submit your post link to enter the raffle.

[Yantra India Limited, Defence PSU, Govt. of India @YantraIndiaLtd]

नववर्ष 2026 का स्वागत, आत्मनिर्भर भारत को सशक्त बनाने तथा नवाचार, उत्कृष्टता और सहयोग के माध्यम से भारत की रक्षा क्षमताओं को मजबूत करने के नए संकल्प के साथ।

यंत्र इंडिया लिमिटेड, सभी को समृद्धि और सफलता से परिपूर्ण नववर्ष की हार्दिक शुभकामनाएँ देता है । 🇮🇳✨

#HappyNewYear2026
#Atmanirbharbharat

@SpokespersonMoD
@DefProdnIndia

[Yantra India Limited, Defence PSU, Govt. of India @YantraIndiaLtd]

आज यंत्र इंडिया लिमिटेड मुख्यालय में स्वच्छता पखवाड़ा 2025 का सफलतापूर्वक समापन हुआ। स्वच्छता पखवाड़े के अंतर्गत जन-जागरूकता बढ़ाने हेतु रैली, बच्चों की चित्रकला एवं निबंध प्रतियोगिता सहित विभिन्न गतिविधियों का आयोजन किया गया।

इस अवसर पर श्री विजयकुमार अय्यर, अध्यक्ष एवं प्रबंध निदेशक (अति. प्रभार) द्वारा प्रतियोगिताओं में उत्कृष्ट प्रदर्शन करने वाले सभी विजेता बच्चों को पारितोषिक प्रदान कर सम्मानित किया गया।

यह आयोजन स्वच्छता के प्रति सामूहिक जिम्मेदारी और भावी पीढ़ी में स्वच्छ आदतों के विकास की दिशा में एक महत्वपूर्ण कदम रहा।

#SwachhataPakhwada2025
#CleanIndiaGreenIndia

@SpokespersonMoD
@DefProdnIndia
@JalShaktiMin

[IOFS Officers' Association @iofsoa]

Whosoever Sri Ram Touched in his quest of righteousness was immortalized, so have been IOFS Cadre & Officers by having just a mere part in weaving the Dhwaja of Ram Lalaa at ORDNANCE PARACHUTE FACTORY Kanpur. 🙏🏼

[IOFS Officers' Association @iofsoa]

🎉🎊🎆🎇Congratulations to the 09 IOFS Officers'02 on their empanelment for holding the post of Joint Secretary to the Government of India and equivalent. Their achievement reflects years of dedication, integrity, and excellence in service to the nation. 🇮🇳

[IOFS Officers' Association @iofsoa]

Shri Vindhesh Kr. Yadav, IOFS'12, represented Advanced Weapons & Equipment India Limited (AWEIL) under MoD at the India–Czechia Defence Industry Seminar held on 08 October 2025 in Prague, aiming to strengthen bilateral industrial cooperation in the defence manufacturing sector

[IOFS Officers' Association @iofsoa]

Heartiest Congratulations to Shri Zuber Mohd. We are sure that he'll be a precious addition to the D/o Sports, Delhi.