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BBC oral activator initializing 3... 2... 1... ♠Prepare yourself♠ #BBCslut #QoS #BBCQoS #BBCSlut #bbcsissies #BBCDocumentary #BBCBreakfast

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The Chonky God

399,180 görüntüleme • 4 ay önce

Self Attention by hand ✍️ ~ 9 steps walkthrough below Self-attention is what enables LLMs to understand context. How does it work? So I drew and calculated one entirely by hand. Goal: turn four 6D features into four 3D attention weighted features, filling in every cell yourself. = 1. Given = Four feature vectors, six dimensions each, one per position. = 2. Query, key, value = Let us multiply the features by WQ, WK and WV. Queries, keys and values all come out of the same four features, and that is what the word "self" is doing in self-attention. = 3. Prepare for MatMul = We copy the queries across the top and the transposed keys down the side. Lining the two up is half the work. = 4. MatMul = Let us multiply K transpose by Q. Every cell is the dot product of one key with one query, which we use as a matching score. That works because the dot product is the numerator of cosine similarity: it is how alike two vectors are, before anyone divides by their lengths. = 5. Scale = We divide by the square root of dk, the dimension of a key vector, here 3. Without it the scores grow with the dimension and a 64-wide head would swamp the softmax. To keep the page doable in pen, the drawing approximates dividing by root 3 with halving. = 6. e to the power = Let us raise e to the power of each score. This is the first half of softmax, and the drawing uses 3 in place of e, which is close enough to do in your head. = 7. Sum = We add up each column: 16, 6, 7 and 12. = 8. Normalize = Let us divide every cell by its column sum. That gives the attention weight matrix in yellow, and each of its four columns is now a probability distribution over the four positions. The decimals are nudged as they are rounded, so every column still sums to exactly 1. = 9. MatMul = We multiply the value vectors by those weights. Each output is a blend of all four values, mixed in the proportion the attention matrix just decided, and it goes to the position-wise feed forward network in the next layer: the FFN box at the bottom of the page. The outputs: Attention weights (A), by column = [.2, .6, 0, .2], [.2, .4, .2, .2], [.4, .2, 0, .4], [.1, .7, .1, .1] Attention weighted features (Z) = [8, 2, 6], [8, 4, 4], [16, 4, 2], [4, 2, 7] The takeaway: attention is a weighted average, and everything before step 9 exists to decide the weights. Compare every position with every other, turn the scores into one distribution per position, then blend. 💾 Save this post!

Tom Yeh

27,292 görüntüleme • 2 ay önce

Trolls Den ⛰ MEGA SPACE 🎙 September 15th | 2-8pm EST 🔥 $200+ & NFT’s giveaways 🔥 Set reminder: 👀👇 💸 I will do 3 giveaways 💸 Totally $30 worth of XPX tokens! ($10x3) Conditions: 1. Repost 🔁 and like 👍🏻 this post! 2. Tag 3 friends in the comment section 💬 3. Show up on the space ⛰ EVERY comment including 3 tags is 1 entry! UNLIMITED entries ♾️ It’s officially set to explode! 💥 Lock it in, clear the decks, and prepare for liftoff. 🗓 This stage is LOADED with certified Degen powerhouses, and here’s something you absolutely cannot afford to miss this SECRET ALPHA DROP that’ll shift the game, move markets, and make wallets smile. This isn’t your usual leak... It’s Legendary status material. Trolls Den ⛰ isn’t just a space! It’s a MOVEMENT. If you miss this, you’ll be kicking yourself later. Join the community: Let’s send it! Thanks & much love to all! 🫱🏻‍🫲🏼💎🔥 🎙If you are a special guest or featured token/project, share this post aswell as sending it in your TG/Discord to get community to pull up 💪🏼 💥 CONFIRMED LINEUP 💥 👑 Host: Troll King XPX ⛰️ 🎙 Co-Host: AI-Alpha-Wolf ⚡🌐 @iamtheephoenixx 🎤 Special guests: Dabatola | Scott Rico Moneybags Virginia Schmidt @xini8_official MatthewLB.TGN ĊṛÿṗẗöḄïḷḷÿ Doodle 🔥 Tokens / Projects: XPX Token | $XPX Kendu | $KENDU $POPDOG | $POPDOG Dead Ducks Collective RaidSharks | $SHARX VETT_Token | $VETT StarDawgs | $TGN deOTC | $DOTC Quakk | $QUAKK Noma Token | $NOMA Wall Street Satoshi Media XRPD | $XRPD BAWLS ONU | $BAWLS Cipher Ai | $CIPHER Space Penguin | $P3NGUIN Mark your calendars, hit the DMs, and get ready to send it. LET’S MAKE THIS ONE FOR THE HISTORY BOOKS! 🚀🔥 Huge shoutout to Sharque for the media 💜 amazing skills 🫱🏻‍🫲🏼

Troll King XPX ⛰️

53,556 görüntüleme • 1 yıl önce

Jordan Peterson on the 7 domains that give life meaning: 1. Most people want an intimate relationship. don’t just hope for one. define what it would actually look like. picture an ordinary dinner with the people you love. if you’re going to have 10,000 dinners in your lifetime, you might as well get them right. 2. Put your family in order. listen to them. repair what can be repaired. if someone refuses every attempt at communication, walk around them. but don’t neglect the relationships that can be saved. making your family a priority has cascading positive consequences. 3. Surround yourself with people who celebrate your successes and genuinely support you when life gets hard. if someone keeps pulling you down while you’re trying to aim higher, it may be time to let them go. choose friends who encourage your growth instead of rewarding your excuses. 4. Whether it’s a job or a calling, have a plan. become the kind of person employers want to bet on. learn new skills, improve your resume, prepare for opportunities, and keep putting yourself out there. people become successful every day. one of them could be you. 5. Never stop developing yourself. keep learning. stay on the edge of your abilities instead of settling into comfort. invest in your education so you’re always becoming more capable than you were yesterday. 6. Treat yourself like someone you’re responsible for. take care of your body and mind. don’t let your habits or temptations decide the direction of your life. decide the kind of person you want to be, then build habits that move you toward that person. 7. Develop a vision for your life. if you don’t write your own story, you’ll become a character in someone else’s. without a clear aim, you’ll be driven by your impulses or by other people’s expectations. a meaningful life begins with deciding what you’re aiming at.

gomi

196,838 görüntüleme • 2 ay önce

Trolls Den ⛰ MEGA SPACE 🎙 August 11th | 2-8pm EST 🔥 $525 & a lot of NFT’s giveaways 🔥 Set reminder: 👀👇 💸 I will do 3 giveaways 💸 Totally $60 worth of XPX tokens! ($20x3) Conditions: 1. Repost 🔁 and like 👍🏻 this post! 2. Tag 3 friends in the comment section 💬 3. Follow XPX Token on X 🫱🏻‍🫲🏼 4. Join and write ”Trolls Den Troll King XPX ⛰️ [Your X handle]” 💜 5. Show up on the space ⛰️ In Addition! I will giveaway another $40 worth of XPX when we get 200 comments on this post! 🔥 2 best comments gets $20 each 💸 It’s officially set to explode! 💥 Lock it in, clear the decks, and prepare for liftoff. 🗓️ This stage is LOADED with certified Degen powerhouses, and here’s something you absolutely cannot afford to miss this SECRET ALPHA DROP that’ll shift the game, move markets, and make wallets smile. This isn’t your usual leak... It’s Legendary status material. Trolls Den ⛰️ isn’t just a space! It’s a MOVEMENT. If you miss this, you’ll be kicking yourself later. Join the community: Let’s send it! Thanks & much love to all! 🫱🏻‍🫲🏼💎🔥 🎙️If you are a special guest and/or featured token/project, share this post aswell as sending it in your TG/Discord to get community to pull up 💪🏼 💥 CONFIRMED LINEUP 💥 👑 Host: Troll King XPX ⛰️ 🎤 Co-Hosts: Rooster 🔑💀 Joe Tricky.TGN 🫱🏻‍🫲🏼 Special Guests: Red Man ĊṛÿṗẗöḄïḷḷÿ AI-Alpha-Wolf ⚡🌐 MatthewLB.TGN Dabatola | Scott @LarryHashpowerX Rico Moneybags Digijointz Virginia Schmidt @xini8_official Shill the Beans @iamtheephoenixx 💎 Tokens/projects: XPX Token $XPX FEG (Feed Every Gorilla) $FEG VETT_Token $VETT InterLink $INTL Kendu $KENDU RaidSharks $SHARX @0xSlapCoin $SLAP Dream Cat ™ $DREAM Volt Inu ⚡️ $VOLT OG Peanut 🥜 $PEANUT Quakk $QUAKK $TGN CatsOfCrypto Token $COC $ODIN Official $ODIN TURBOBSC $TURBO $PAW 👾$EAC $EAC $PCOIN The People's Coin $PCOIN $KOINZ $KOINZ $WEED $WEED Space Penguin $P3NGUIN QUAKEY $QUAKEY Lil' Shitz on Sui @DeOtcPLATFORM DSNRS 🐸 Aquads.xyz DeFi Space Donkeys *1st Donkeys & 5+Traits in Web3 Mark your calendars, hit the DMs, and get ready to send it. LET’S MAKE THIS ONE FOR THE HISTORY BOOKS! 🚀🔥 Huge shoutout to Sharque for the media 💜 amazing skills 🫱🏻‍🫲🏼

Troll King XPX ⛰️

15,417 görüntüleme • 1 yıl önce

‼️More Inflation Incoming.‼️ Even the Bank of England admits it. So here are three things worth understanding. 1. Inflation usually ends at wages. Prices can keep rising for as long as people can keep paying them. If your wages rise at the same pace as prices, your standard of living doesn’t really change. But if prices keep rising while wages lag behind, your purchasing power falls. You don’t notice it all at once. It’s a slow squeeze. Every pay packet buys a little bit less than it did before. Then people start cutting back, demanding higher pay, or simply going without. Ask yourself this… If employers can fill vacancies with people willing to work for lower wages, what does that do to the bargaining power of existing workers? 2. High prices eventually solve high prices. Not because politicians step in. Because consumers do. When enough people refuse to pay the asking price, demand falls. People buy less. They switch to cheaper alternatives. Or they stop buying altogether. Businesses then have two choices: lower prices if they still can, or if they can’t make a profit, close their doors. 3. Not all inflation hurts equally. You can postpone buying a new phone. You can’t postpone paying your mortgage. You can skip a holiday. You can’t stop buying food or paying your electricity bill. Inflation in luxury goods is annoying. Inflation in essentials changes lives. If inflation continues, expect more pressure on household budgets, more businesses struggling, and some jobs disappearing as people cut back on spending. My advice? Don’t wait until you’re forced to make changes. Pay down expensive debt if you can. Build some savings. Review your spending now, not when circumstances do it for you. The people who usually cope best aren’t the ones hoping everything goes back to normal. They’re the ones who prepare before everyone else realises they need. Hope isn’t a financial strategy. Preparation is.

Melissa Ciummei

53,313 görüntüleme • 26 gün önce

Professor Sani Lawan Malumfashi Has this to say to all average Nigerians (sic: those outside the corridor of power where stealing happens): As a Nigerian, you should know that you are on your own. You're your own caretaker. Do not for once think that the govt cares. This simple if you consider that you literally provide everything for yourself: you drill your borehole if you want water. You provide yourself electricity by installing solsr systems or generators. If you want good health care, you go to private hospital and pay. If you want good education for your wards, you take them to private schools as well. Yet, you pay taxes. You literally benefit nothing from the govt. Instead, it is the govt that benefits from you. We fund the govt and the officials with our taxes. Therefore, under this hardship of life, as a Nigerian, this is what I suggest you do: 1. Be your own caretaker. 2. Anything that's not a necessity in life, let it slide. The time for excessive spending & enjoyment has been snatched away. This is a time of survival. If you are a fleet of cars, reduce them to one. The number of air conditioners in your house, reduce them or put them off, on your fan. Shawarma, chocolates, ice creams the kids consume, reduce them. Tap the kids on their shoulders. Tell them the reality of today. English breakfast might not be affordable anymore, return to the traditional ones you can afford. If you have beef for protein in your meal fine, if not, add some beans into the soup. It is another source of protein. (Sic: because egg isn't for average civil servants now). 3. Your health is the most important thing you have. Try as much as you can to avoid going to the hospital. Work hard for your health and pray for good health. The hospitals are in terrible state. You might go with headache and return home with an infection or bigger sickness. As a Nigerian, you're your president. You are your teacher. You are your governor. You're your local govt chairman. You're your security. You're all on your own. Forget anything and focus on your well-being. Own your own life. Again, avoid anything that will put you at loggerheads with the govt. Because if you do, the moment the power decides to kidnap you (arrest you); remember your family depend on you to feed. When you're away, you're only putting them in a more serious situation. Anyone who is stepping out of their homes should do so prepared. Prepare for the unimaginable. Anything can happen to you. Rely more on God. Present to Him your problems. (Sic: report every wicked leader to God. Only Him can deal with the situation).

𝐇𝐢𝐝𝐢𝐦𝐚, 𝐏𝐡.𝐃.

33,153 görüntüleme • 1 yıl önce

SORRY PRASHANT KISHOR: YOU ARE WRONG! ( An Open Letter) Dear Prashant Prashant Kishor Either you have got your basic facts completely wrong, or you are blatantly misleading the people of India ( reference your-enclosed interview to BBC News). My rejoinder: 1) India’s Muslim population is 14% but according to you it is 18%. Wow! Considering your entire political career started off as a psephologist, that gargantuan 4% difference that you glossed over is professional sacrilege. Psephologists are rated on their exactitude. You fail the test. There is no margin of error, Mr Kishor when you are indulging in a serious conversation post a historic election that has reduced an authoritarian government to its knees. 2) Your attempt to diminish Congress party’s impressive 23% aggregate vote-share in the 2024 elections has again got a luminous distortion. Again, it is elementary, Mr Watson. The rise in Congress vote-share by nearly 3-4% is staggering, because it fought in only 328 seats compared to 464 in 2014 where it got 19.4% vote-share. Why did you not tell that to BBC News? Why would you make such a brazen omission? 3) Your statement that Congress has a “ free vote-bank of 20% minorities votes” is so preposterous that it could qualify for the Oscars in Exaggerated Falsehoods. Muslims vote for regional parties too in bulk; the perfect case being UP and Bihar, among others. The Sikhs vote for different political parties including the BJP. Several Christians have voted for the BJP in Goa, Kerala and the North East. And the bulk of Jains probably vote for the BJP alone. Bottom-line: You lied. But why? Why did you not elaborate on the reasons why minorities are apprehensive and frightened of the hate-mongering and divisive politics of the BJP? 4) FYI, Congress won 52 of its 99 seats from 7 low-Muslim populated states. PK, you forgot to do your homework. Now, the truth that the people of India must know. The real reason why you are so unambiguously hostile to the Congress is because you saw yourself as a savior of the Grand Old Party once it was annihilated in the 2024 general elections, like PM Modi and others too who thought it was a fait accompli. You tried that in your famous “TMC-Goa model” in the assembly elections of 2022 which flopped miserably. Your attempt to rebrand TMC as a national alternative to the INC was instantly abandoned. Mamata Bannerjee was an unsuspecting victim of your Machiavellian game to destroy Congress for the pursuit of your personal ambitions. It was expected that a demoralized INC would crumble, and you would arrive as a knight in shining armor. There are two things you need to reflect on, Prashant: 1) Why did BJP lose the parliamentary seat of Ayodhya? 2) Why did Congress win both the seats in Manipur? I hereby give you an open challenge to debate with me on national television on the above and more. And by the way, this will hurt, but I predicted 240 seats maximum for the BJP on several occasions, while you were sarcastically asking Indians to keep a glass of water ready for the June 4th 2024 results with the saffron party at 303+. I messaged Karan Thapar after your public meltdown on his show (just like another media-created political superhero) that you had indeed told me yourself over a phone call that Congress would be decimated in Himachal Pradesh . But then you can always deny that. But what you cannot deny is that a celebrated emissary of your team (an intellectual titan and former parliamentarian) wanted me to join TMC with a host of attractive inducements thrown in. I listened to the proposition as any gentleman should, and politely refused. And yet, I was in London when a press release was unethically circulated that I had attended a meeting with the West Bengal CM in attendance. Sorry Prashant , if this sounds a bit personal. But your attempt to mislead Indians is appalling and leaves me with no other option. Cheers! Sanjay

Sanjay Jha

339,993 görüntüleme • 2 yıl önce