𝗡𝗘𝗪 • 𝗚𝗔𝗥𝗬 𝗔𝗡𝗗𝗘𝗥𝗦𝗢𝗡 𝗟𝗘𝗚𝗘𝗡𝗗 𝗘𝗗𝗜𝗧𝗜𝗢𝗡 Only 100 pieces... available 🎨 Each one hand signed by Gary Anderson ✍️ Available here ➡️show more

want a toy freddy hand signed by the man... himself? 👀 doors open 5pm tmrw at our first ever #sdcc popup 🌎 only 250 figures are available, first come first served 🐻 hope to see u there 🫡 Kellen Goff: CARNAGE🩸😈🔜 Oklahoma Comic Con IT'SUGARshow more

⛵️🎨My sketch of Turner's Storm at Sea is now... available to bid for in aid of the incredible ocean charity Project Zero! This is your chance to own a signed original and unique artwork by me, bid here and support all the amazing work Project Zero does:show more

Night Tiger is Here! 🐾🔥 Like + Comment +... Follow + Retweet ❗️ Join in for a chance to win this fierce and mysterious Night Tiger! One lucky winner will take it home! 🎉 😍 Only $223.2 (Use code ‘Tiger10’)🐯 🗓️Available from Nov 9 - Nov 14 (PT) 👉 Limited-time offer, only 20 pieces available! ✨ Available in many colors! 🌈 Get yours now at: 😱 The price is incredibly favorable this time. Don’t let it slip away! —————————————————— 同步闲鱼：FURRJOI工作室 #Furrjoi #SiliconeMask #FetishFashion #BDSM #cosplayshow more

🚀Developers, come to EthCC - Ethereum Community Conference with... style! Test Cometh Connect (powered by 4337, Safe Core, and passkeys) to mint an NFT and get a chance to win an exclusive “Just Do Eth” T-shirts (only 100 available!) ➡️show more

It’s time! Let’s support independent bookstores with this year’s... indie bookstore campaign for THE FOURTH OPTION! I’ve been doing something special only available through indies since 2020 and this year it’s four custom-designed signed bookplates with original art by Sara Westman commissioned to depict aspects of THE FOURTH OPTION along with a corresponding sticker. Order your favorite or collect them all! Depicted in the video is Bookplate 1 – STAY ON TARGET. Each design is signed and available only through participating independent bookstores – free with your preorder of THE FOURTH OPTION while supplies last. One design per store. Once they’re gone, they’re gone forever. First Edition ✔️ Limited Edition Bookplate ✔️ Signed ✔️ Limited Edition Sticker ✔️ Support A Local Indie Bookstore ✔️ Let’s go!show more

We ready to drop but I wanna see who... can guess the name of the first drop in the comments I got a FREE jar for you and one random RT. Must be following and must like this post. Only 32 jars available this first run exclusive by 🎨show more

Seedance 2.5 is here The model, plus everything it... was missing only at Magnific → NEW 3D motion control tool by Magnific → Up to 50 references, and 30 second generations → Edit, extend and upscale to 4K in one workflow Available on Magnific, MCP, Spaces, Plugins and APIshow more

Upcoming IDO Alert: Web3 Plants vs Zombies 🚨 Meet... Web3PvZ Telgather - an #AI-powered casual #GameFi supported by Kaia, available on Telegram & LINE, ranked #1 in #NFT sales on LINE Dapp Market, surpassed 1M+ players within 7 days! ➡️ IDO Pool: 🗓 IDO Date: Mar 28 ✅ Price: $0.0089 per $ZP ✅ Refund: No available ✅ #Token Network: KAIA ✅ #IDO Network: #BSC ✅ #IMC: $57,267 ✅ #FDV: $8,888,888 📌 Click here to learn more about Web3PvZ IDO: 📣 Note that this is an exclusive deal available only on GameFi and for all $GAFI stakers. Get ready to grab your allocation!show more

⚡️⚡️⚡️ BREAKING: Shocking conditions in the Uzhhorod 🇺🇦 military... Territorial Recruitment Center (TCC) exposed by 🇺🇦 Ombudsman Dmytro Lubinets following an inspection. ➡️ People were held here for weeks — cases documented of detention lasting 21, 24, 30, and even 50 days. ➡️ In the video, a veteran shows his combatant (UBD) certificate, yet even this status was not enough for his release. ➡️ Documents and phones were confiscated from individuals without proper formal procedures, depriving them of any means to defend their rights. ➡️ For 40–60 people, there were only 3 mugs and 8 metal plates. Mobilized men were forced to eat in turns from the same dishes, with no proper cleaning or disinfection. ➡️ There was only one toilet and one shower for everyone, and no bedding was provided. ➡️ Obvious medical conditions were ignored. In one photo, a man is shown with a clear physical disability that could not possibly have gone unnoticed. ➡️ Only after the ombudsman’s intervention was an ambulance finally called for a man whose blood pressure had reached 190/100. He had been pleading for medical help for several days. Julian Röpcke🇺🇦 , FYKshow more

Presenting our official Electric Zoo afterparties with something for... everyone, including some surprise shows still to be announced! Tickets will be available to purchase for all Electric Zoo pass holders starting this Friday, August 11th, 2023, at 10 AM EST. ⚡️Purchase your passes BEFORE Thursday, August 10, 2023 at 11:59 PM EST to have access to these tickets. 🚨 Reminder, the only way to access the official afterparties is by having an EZoo pass! Your festival pass order number will be your unique access code to unlock each ticket shop. ➡️show more

🧧 Get your riches from God of Wealth Roach... 💰 From 8 PM Feb 19 to 8 PM Feb 26(PT), launch Party Animals and search for "God of Wealth Roach" appearing randomly across different maps, and claim red envelopes filled with surprise amounts of Nemo Bucks! During the event, the God of Wealth themed outfits are also available in the Item Shop for a limited time. Don't miss out! Note: Each player can only claim one red envelope per day. Resets daily at midnight (UTC-4). When the God of Wealth appears, the red envelope can only be claimed by one player. First come, first served. #PartyAnimals #Steam #Xbox #PlayStationshow more

“I’ll never leave your side” Signed collection of prints... available from my website from just £9 each. *NOW AVAILABLE IN 4 SIZES* Framed options now available Product link here Many people believe that a visit from a Robin is a sign that a lost relative is visiting them, in the spiritual world Robins are viewed as a symbol of visits from our deceased loved ones. The Robin also symbolises new beginnings and life, and is also looked upon by many as a sign of fortune and good luck. The Robin has been known as a spirit animal for a long time and many people believe that you should not ignore the message it brings you. But is this all just in the mind’s eye? In the eye of the beholder? Is it merely coincidence or is it a subconscious human effort to find hope and comfort in a time of loss, loneliness or desperation? Whatever your view or opinion this gift of nature has a way of presenting itself spirituality at exactly the right time for many. ♥️ #art #poem #interiors #design #family #prints #gift #grief #Wellness #positivity #hopeshow more

“Our Little Angel” Signed collection of prints available from... my website from just £9 each. *NOW AVAILABLE IN 4 SIZES* Framed options now available Product link here: Many people believe that a visit from a Robin is a sign that a lost relative is visiting them, in the spiritual world Robins are viewed as a symbol of visits from our deceased loved ones. The Robin also symbolises new beginnings and life, and is also looked upon by many as a sign of fortune and good luck. The Robin has been known as a spirit animal for a long time and many people believe that you should not ignore the message it brings you. But is this all just in the mind’s eye? In the eye of the beholder? Is it merely coincidence or is it a subconscious human effort to find hope and comfort in a time of loss, loneliness or desperation? Whatever your view or opinion this gift of nature has a way of presenting itself spirituality at exactly the right time for many. ♥️ #art #ArtistOnX #modernart #interiordesign #decor #colour #giftshow more

Batch Normalization by hand ✍️ ~ 7 steps walkthrough... below Batch normalization is common practice for improving training and achieving faster convergence. It sounds simple. But it is often misunderstood. 🤔 Does batch normalization involve trainable parameters, tunable hyper-parameters, or both? 🤔 Is batch normalization applied to inputs, features, weights, biases, or outputs? 🤔 How is batch normalization different from layer normalization? So I drew and calculated one entirely by hand. Goal: normalize a mini-batch of 4 examples to mean 0 and variance 1, then let the network scale it back. = 1. Given = A mini-batch of 4 training examples, each with 3 features. = 2. Linear layer = Let us multiply by the weights and add the biases. Batch norm sits after this, which answers the second question: what gets normalized is features, not inputs, weights or biases. = 3. ReLU = We apply the activation, and -2 becomes 0. Negative values are suppressed before any statistic is taken. = 4. Batch statistics = Let us compute the sum, mean, variance and standard deviation, one row at a time. A row is a feature and the four columns are the four examples, so every number here measures one feature against the rest of the batch. That is the "batch" in batch normalization, and it is exactly what layer normalization does not do. The statistics are rounded to whole numbers, which is what keeps the rest of the page doable in pen. = 5. Shift to mean 0 = We subtract the mean, in green. The four values in each feature now average to zero. = 6. Scale to variance 1 = Let us divide by the standard deviation, in orange. Each feature now has variance one, whatever scale it arrived at. = 7. Scale and shift = We multiply by a linear transformation and pass the result on. The diagonal and the last column are trainable, so having just forced every feature to mean 0 and variance 1, we hand the network the means to undo it. The outputs: Mean of each feature = [2, 1, 2] Std dev of each feature = [1, 1, 2] To the next layer = [2, -2, 2, 0], [-3, 3, 6, -3], [2, 0, 1, 2] The answers: 🤔 Both. The scale and shift are trainable, the statistics are not. Epsilon and the momentum on the running statistics are the hyper-parameters, and one mini-batch by hand needs neither. 🤔 Features, after the linear layer, not inputs, weights or biases. 🤔 Batch norm measures across the batch, one feature at a time. Layer norm measures across the features, one example at a time. 💾 Save this post!show more

🚨 BIG NEWS 🚨 We are now a family... of 10,000 gamers, creators & players on 🎮 To celebrate, we're launching the RAID 👇 💰 $500 prize pool 🥇 Top 5 → $100 USD each + Power Raider Badge ⚡ Ranks 6–10 → XP → can be converted into in-game assets in future 📊 Daily leaderboard. 100% transparent. Resets in 2 weeks. May 14 – May 30. One board. No excuses. Only paid plays count. Any game counts! Play from the pumping section Time to show your bubble shooter skills legends!! You can see your progress in real time here: Are you on it? 👉 Backed by Solana Gaming #MaxFun #Raid #10K #Play2Earn #web3Gamingshow more

34,547 ELEMENTS. 34 WARNINGS. 7 DUPLICATE ELEMENTS REVIT'S OWN... SCHEDULE NEVER CAUGHT. One prompt, one live Revit model, one Claude session through the MCP connection. No plugins, no exported schedules to reformat by hand. Claude walked the model tree: rooms, families, sheets, every open warning, cross-checked counts against each other, and came back with a full audit. Top flag: three fire-rated doors modeled without a fire rating parameter. The rest ranked below it, from code-adjacent to cosmetic. Still the read-only side of Revit's official MCP server, the part Autodesk shipped first, on purpose. Write access is on their own roadmap, through a separate server built specifically for it. Nothing here moved a single element. The model just got properly looked at, faster than a manual QA pass usually runs.show more