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MLP in PyTorch by hand ✍️ ~ 7 steps walkthrough below Goal: fill in every blank in the PyTorch code to build a multi-layer perceptron. 1. Given Let us start with a code template on the left and the network it is supposed to build on the right. Every blank in the code can be worked out from the picture. 2. Linear layer We count: 3 features in, 4 features out. So the weight matrix is 4 by 3. There is an extra column for the biases, which means bias = T. 3. ReLU Let us apply the activation. ReLU crosses out the negatives, so -1 becomes 0. 4. Linear layer The input size is 4, because that is what the previous layer put out. The output size is 2. A 2 by 4 weight matrix, and this time no extra column, so bias = F. 5. ReLU We cross out the negatives again. 6. Linear layer Two features in, five out. A 5 by 2 weight matrix, with a bias column, so bias = T. 7. Sigmoid Let us finish. Sigmoid squashes the raw scores (3, 0, -2, 5, -5) into probabilities between 0 and 1. You have just implemented a three-layer deep neural network by hand. ✍️ == Story == Three years ago I gave this exercise to my students, to connect the code to the math. They found it odd. Every other AI course they were taking lived inside a Jupyter notebook, and here I was handing out paper. Three years later, my colleagues are the ones rushing to move their materials to paper. The exercise has not changed. Paper still asks the one thing a notebook lets you skip: do you actually understand what the code is doing? If you can tell me why the weight matrix is 4 by 3, and why bias is F on the second layer, you understand nn.Linear better than someone who has been copy-pasting it for a year. 💾 Save this post! #AIbyHand #PyTorch #DeepLearning

Tom Yeh

13,318 Aufrufe • vor 1 Monat

you are COOKED if you can't make $20K+ per month online in 2026 1. you can use AI to generate 300 posts in 15 minutes 2. you can get millions of views without spending a penny on ads 3. you can put words in a document and sell it 1000x for $50+ each 4. you can hire workers for $2.50/hr 100 years ago you needed your life savings just to START a business today you can start for free on your iPhone in seconds My 1.3 to 2.4 GPA teenager students that began working with me 10 months ago are making $30K–$80K+/month now I got a student Zain was earning minimum wage at a café in may 2025... now he's making $78K/month and bought an AMG Mercedes to help you guys , I've decided to LEAK the full recording of my $15M+ LIVE 20+ X Account Case Study printing $30K+ per month EACH for FREE for the next 24 hours 90 minutes. revealing X accounts making $1M+ per year (full case studies). usually $3K+ to access. what's inside: → 20+ case studies of Ai digital products accounts doing $30K+ per month EACH → the exact funnel generating $151K in 7 days on autopilot → how Parker did $570K in 3 months with one X account → why accounts with 6.5M followers make LESS than mine with 13K views → the DM automation sending 1000+ messages daily for free (send link to purchase ebook) → the copywriting crash course formula turning comments into $10K–$100K sales → how to hit $100K/month posting tweets that take minutes to write DELETING IN 24 HOURS comment "X" and I'll DM it to you **must be following + retweet to receive**

ALEX SUZUKI

269,620 Aufrufe • vor 22 Tagen

you are COOKED if you can't make $20K+ per month online in 2025 1. you can use AI to generate 300 posts in 15 minutes 2. you can get millions of views without spending a penny on ads 3. you can put words in a document and sell it 1000x for $50+ each 4. you can hire workers for $2.50/hr 100 years ago you needed your life savings just to START a business today you can start for free on your iPhone in seconds My 1.3 to 2.4 GPA teenager students that began working with me 10 months ago are making $30K–$80K+/month now I got a student Zain was earning minimum wage at a café in may 2025... now he's making $78K/month and bought an AMG Mercedes to help you guys , I've decided to LEAK the full recording of my $15M+ LIVE 4 X Account Case Study printing $100K+ per month EACH for FREE for the next 24 hours 30 minutes. revealing 4 X accounts making $1M+ per year (full case studies). usually $3K+ to access. what's inside: → how I made $100K from ONE post in 10 minutes for my friend Michael → the exact funnel generating $151K in 7 days on autopilot → how Parker did $570K in 3 months with one X account → why accounts with 6.5M followers make LESS than mine with 13K views → the DM automation sending 1000+ messages daily for free (send link to purchase ebook) → the copywriting crash course formula turning comments into $10K–$100K sales → how to hit $100K/month posting tweets that take minutes to write DELETING IN 24 HOURS comment "X" and I'll DM it to you **must be following + retweet to receive**

ALEX SUZUKI

158,506 Aufrufe • vor 4 Monaten

you are COOKED if you can't make $20K+ per month online in 2026 1. you can use AI to generate 300 posts in 15 minutes 2. you can get millions of views without spending a penny on ads 3. you can put words in a document and sell it 1000x for $50+ each 4. you can hire workers for $2.50/hr 100 years ago you needed your life savings just to START a business today you can start for free on your iPhone in seconds My 1.3 to 2.4 GPA teenager students that began working with me 10 months ago are making $30K–$80K+/month now I got a student Zain was earning minimum wage at a café in may 2025... now he's making $78K/month and bought an AMG Mercedes to help you guys , I've decided to LEAK the full recording of my 24 hour LIVE challenge where I grow a twitter account to $5000 in sales, showing step by step everything. 20 minutes VIP COURSE. usually $2K+ to access. what's inside: → How to create digital products with AI and sell them for $200 to $500 each → How to AI generate tweets that generate 2000+ leads in 24 hours. → how to set up the entire funnel and systems → why accounts with 6.5M followers make LESS than mine with 13K views → the DM automation software sending 1000+ messages daily for free (send link to purchase ebook) → the copywriting crash course formula turning comments into $10K–$100K sales → a 3 month gameplan for you : how to choose a product to sell, how to make tweets that generate millions of views and convert to $10K/mo DELETING IN 24 HOURS comment "X" and I'll DM it to you **must be following + retweet to receive**

ALEX SUZUKI

55,966 Aufrufe • vor 2 Monaten

Time to reveal my new project. And no - it’s not a token like you might’ve guessed. It’s something better. Crypto private groups usually fall into 2 categories: • Cash-grabs • Not good enough to be worth paying for It’s time to change that. That’s why I built Degen University 🎓: - Just $99/m - 12 top mentors covering everything: memecoins, airdrops, trading: (spot, futures, scalping, intraday), arbitrage, tokensales: 1-3 dedicated mentors for literally every important crypto topic - follow & master it all in one place - 24/7 access to chat with mentors - Learning platform with 170+ articles on every crypto topic - Limited spots to avoid unnecessary noise This isn’t just another default private group - it’s a full-scale crypto platform. Why I decided to launch it: I’ve written 500+ absolutely free educational threads over the past 2 years, helping thousands learn how to make money in crypto. But I noticed a gap: - Many ppl aren’t motivated to learn when it’s free - or they can’t find the right community and quality learning resources. - Those who already have at least some capital and are ready to invest it to learn faster and access better information don’t really have a place to do that. - I can't share lowcap calls publicly cause my audience is too big, and the price impact would be massive. Private group solve these problems, but all the private groups I checked are complete garbage - insanely overpriced, full of noise, no real alpha, no structure, no value, just promises. That’s why I launched Degen University 🎓. Why I made it paid? - To build the first truly high-quality platform, I’ll need to pay a full team (12 ppl already, and it's just a start) - and I’m not an altruist doing it out of my own pocket 😁 (plus, yeah, I’d like to earn too). - People need real community to grow, not free groups full of lazy poor gamblers chasing 1000x without doing the work. A $99/month fee filters them out. This is built for those who are serious. Built not to steal your money, but to win together. Launch in 24h: at 20:00 UTC tomorrow (June 5th). Spots are limited, be ready.

𝗰𝘆𝗰𝗹𝗼𝗽

224,286 Aufrufe • vor 1 Jahr

you are COOKED if you can't make $20K+ per month online in 2026 1. you can use AI to generate 300 posts in 15 minutes 2. you can get millions of views without spending a penny on ads 3. you can put words in a document and sell it 1000x for $50+ each 4. you can hire workers for $2.50/hr 100 years ago you needed your life savings just to START a business today you can start for free on your iPhone in seconds My 1.3 to 2.4 GPA teenager students that began working with me 10 months ago are making $30K–$80K+/month now I got a student Zain was earning minimum wage at a café in may 2025... now he's making $78K/month and bought an AMG Mercedes to help you guys , I've decided to LEAK the full recording of my 24 hour LIVE challenge where I grow a twitter account to $5000 in sales, showing step by step everything. 20 minutes VIP COURSE. usually $2K+ to access. what's inside: → How to create digital products with AI and sell them for $200 to $500 each → How to AI generate tweets that generate 2000+ leads in 24 hours. → how to set up the entire funnel and systems → why accounts with 6.5M followers make LESS than mine with 13K views → the DM automation software sending 1000+ messages daily for free (send link to purchase ebook) → the copywriting crash course formula turning comments into $10K–$100K sales → a 3 month gameplan for you : how to choose a product to sell, how to make tweets that generate millions of views and convert to $10K/mo DELETING IN 24 HOURS comment "X" and I'll DM it to you **must be following + retweet to receive**

ALEX SUZUKI

61,952 Aufrufe • vor 1 Monat

🚨 I TOLD YOU THIS WAS COMING! Absolute bloodbath: $2,880,000,000,000 wiped out from the US stock market in just 2 HOURS Let that number sink in. Two TRILLION dollars. Gone! In the time it takes to watch a movie. And if you've been following me, none of this surprises you. Because I told you that S&P 500 was walking into a trap. No panic. Just the setup, laid out in plain sight. Today the trap snapped shut. So let me remind you WHY it's happening, in 3 forces: Stacked on top of each other. Every 4 years 1. THE PRESIDENTIAL CYCLE Year 1-2 is always pain. Tax hikes, budget cuts, "cleaning up the last guy's mess." We're standing in the pain right now. 2. THE MIDTERM TRAP 15 out of the last 16 midterm years, the market bled from May to October. A 93.75% hit rate since 1962. Big money knows it. So they sell in May and hold cash through the summer. Guess what month we just walked out of. 3. THE FED'S TIMING PROBLEM The Fed always hikes early, so it has room to cut before re-election. Translation: midterm year always lands at peak rates. Exactly when the economy can't take it. Now stack 2026 on top: ➮ Inflation at a 3-year high ➮ 10Y yield breaking 4.50% ➮ Mortgage rates pushing 7% This wasn't a forecast. It was a setup hiding in plain sight, and today it paid out in $2.8 TRILLION of other people's money The next few days are going to get violent. But don't worry. That's exactly what I'm here for. Like it or not, I've called the exact market tops and bottoms for 11 years My system flags the moment the market shifts from caution to DANGER You will be warned before it hits, like always. Not following me will be your #1 mistake of 2026, soon you'll understand why

Reflection🪩

75,970 Aufrufe • vor 2 Monaten

Made with Seedance 2 prompt DV 16mm handheld tape camcorder POV by CHASE, who occasionally props the camera on a rack/bench. Natural hand shake, crooked framing, delayed focus, clumsy zooms, face occasionally cut off; camcorder never visible. Soft blurry tape look, faint tape noise, bloomed gym lights, flickering auto-exposure, muted contrast, realistic skin. Tone: playful, self-deprecating gym vlog with genuine laughs, exaggerated complaining, shaky handheld matching exhausted legs. CHASE: Korean idol in her 20s, long black high ponytail, glowing sweaty skin, expressive eyes, slim athletic build, modest long-sleeve athletic top, loose joggers/leggings, sneakers, towel around neck, no jewelry. Setting: evening gym with squat rack, leg press, mirror wall, water fountain, soft overhead lighting. Shots: (1) Propped at squat rack, catching breath: “Okay... leg day is not it today.” (2) Handheld close-up, shakes one leg: “Why did I do that many reps—” (3) Propped at leg press, finishes rep, flops back: “Okay that's it, I'm done, I'm so done.” (4) Macro of hand gripping handle, ambient only. (5) Handheld, stands, legs wobble, grabs rack laughing: “Wait— okay my legs are literally shaking—” (6) Wobbly walk to fountain: “This is so embarrassing, someone help me—” (7) Drinks water: “Okay... water is life right now.” (8) Selfie ending against wall, smiling: “Never doing legs again—see you guys, I'm going to go lie down somewhere.”

WasifAI

42,251 Aufrufe • vor 27 Tagen

🧵 AppLovin is now open to ALL DTC brands. If you're spending $50K+/mo on Meta, you need to read this. Here's why AppLovin is different (and why brands are seeing better ROI than Meta) 👇 What AppLovin actually is: Full-screen video ads in mobile games. Not a feed. Not a search result. 100% of the user's attention for 35+ seconds minimum. The targeting is AI-powered and actually works: No demographic targeting. No interests. It predicts who will convert based on behavior patterns across millions of data points. Sounds sketchy? It's not. Brands are seeing 2-4x ROAS consistently. Attribution is cleaner than Meta: Click-only. No view-through confusion. 80% of purchases happen within 24 hours. D0 and D7 reporting built in. Real results we've seen: - $1.2M in revenue in 6 weeks (beauty brand) - Became #1 traffic source in <30 days (apparel) - Outperformed Meta ROI in multiple tests (supplements) Today it opened to everyone. Which means everyone will be promoting it. Here's what we're giving to brands that use our code: - Personal intro to top reps - $5K ad credits - Complete launch playbook - Winning creative library - Video strategy guides Why use our code vs. someone else's? We've already helped 20+ brands launch and scale. We know what works (and what doesn't). We built the resources we wish existed when we started. Comment "First" and I'll DM you a link to the complete resource guide shown below + a code to get $5K in ad credits with qualifying spend (must be following). First-mover advantage is real here. Don't wait until Q4 when inventory gets expensive.

Ron Shah

26,309 Aufrufe • vor 10 Monaten

🚨12 HOUR NEWS RECAP 1.⁠ Trump said Putin called to congratulate him on Middle East peace and hinted it could lead to an end of the Ukraine war. The pair agreed to meet in Hungary, aiming to negotiate an end to the war. 2.⁠ VP Vance said Russia and Ukraine are still not close enough to get a deal: "For all of our work - and we're going to keep on working at it - the Russians and the Ukrainians are just not at the point where they can make a deal. I do think that we will eventually get there." 3.⁠ India is cutting Russian oil purchases in half following trade talks with the White House, according to a senior US official. Catch the fine print: the cuts won't show up in official data until December or January since refiners already locked in November cargoes. 4.⁠ Venezuelan officials floated a deal: Maduro would step down… in 3 years, handing power to his VP Delcy Rodriguez (who wouldn’t run again). The White House shut it down, calling Maduro’s regime illegitimate and accusing it of running a narco-state. 5.⁠ Israel says Hamas can return a “double-digit” number of deceased hostages - but isn’t. Only 9 bodies have been returned under the U.S-brokered deal, while 19 remain. Israel now considers this a “fundamental breach” of the ceasefire agreement. 6.⁠ Kai Trump launched her YouTube era with “1 on 1 with Kai” - featuring 18 holes, drone shots, hot mics, and Grandpa... aka “45 and 47.” She drops bombs off the tee, breaks down her 60° wedge strategy, and casually roasts his fairway bunker game. 7.⁠ A Polish court will decide whether to extradite Ukrainian diver Volodymyr Z. to Germany over alleged involvement in the 2022 Nord Stream pipeline explosions. Prime Minister Donald Tusk opposes the transfer, saying it’s not in Poland’s interest. 8.⁠ Ukrainian drones struck the Gvardeyskoye fuel depot in Russian-occupied Crimea, setting the facility ablaze. The depot supplied fuel to a large portion of the peninsula, disrupting one of Moscow’s key supply routes in the region. 9.⁠ Federal prosecutors charged Los Angeles developers Steven Taylor and Cody Holmes for allegedly stealing millions meant for homeless housing projects. Taylor flipped a Cheviot Hills property to a nonprofit tied to former state senator Kevin Murray for a $16 million profit. Holmes, meanwhile, used $2.2 million in public housing funds to pay luxury credit card bills. 10.⁠ NYC mayor hopeful Mamdani blasted Trump for threatening to deploy the National Guard to New York: “I agree with Police Commissioner Tish that we do not need the National Guard here in New York City. What New Yorkers need is a mayor who can stand up to Donald Trump and actually deliver on safety."

Mario Nawfal

72,536 Aufrufe • vor 10 Monaten