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"the Irish only beat the Panthers by 22" Pitt called a timeout with 5 seconds left to score this meaningless touchdown vs. ND backups. Pitt's other TD was a pick six. Notre Dame's defense didn't give up a score that mattered. So, yeah. Be careful how you interpret box scores.

668,843 views • 9 months ago •via X (Twitter)

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Softmax vs Sigmoid ✍️ Interact 👉 = Softmax = Softmax is how deep networks turn raw scores into a probability distribution — the final layer of every classifier, and the core of every attention head in a transformer. To see what it does, picture five boba tea shops on the same block, all competing for your dollar. Five candidates: a, b, c, d, e — different chains, different brewing styles, different pearls. A boba reviewer hands you a 𝘤𝘩𝘦𝘸𝘪𝘯𝘦𝘴𝘴 𝘴𝘤𝘰𝘳𝘦 for each — higher means perfectly chewy "QQ" pearls with the right bite (ask a Taiwanese friend to find out what QQ means). Negative scores are real: mushy bobas, overcooked pearls, a batch left sitting too long. How do you turn five chewiness scores into an allocation that adds to a whole dollar? You could spend everything at the chewiest shop, but that ignores how good the runners-up are. Softmax is the smooth alternative. Read the diagram left to right. First, raise each score to e^{x} — this does two things: it turns negative chewiness into small positives, and it stretches the gaps between scores exponentially. Then sum all five into a single total Z. Finally, divide each e^{x} by Z to get a probability. The five probabilities add up to one, so you can read them as percentages of your dollar. The chewiest shop gets the biggest slice — but never the whole dollar. That's the point of softmax: it ranks confidently while still leaving room for the others. = Sigmoid = Sigmoid squashes any real number into a probability between 0 and 1 — the classic activation for binary classification, and still the gating function inside LSTMs and GRUs. Same boba block as the previous Softmax example, narrowed to just two contenders — a hot new shop `a` with chewiness score x, and your usual go-to `b` whose score is pinned at zero (the neutral baseline you've come to expect). Sigmoid is just softmax with two players, one of them pinned to zero. Read the diagram left to right. First, raise each score to e^{x} — for the usual shop `b` whose score is zero, this is just e^0 = 1 (the constant baseline). Then sum the two into a total Z. Finally, divide each e^{x} by Z to get a probability. The two probabilities add up to one — the new shop wins more of your dollar when its pearls get chewier, and your usual keeps the rest. That's the point of sigmoid: it turns a single chewiness score into a clean 0-to-1 chance you'll try the new place over your usual. --- AI Math, Algorithms, Architectures by hand ✍️ Subscribe to my 60K+ reader newsletter 👉

Tom Yeh

74,503 views • 4 months ago

Can you beat the top score? Get the top score on Swipe the cat and win an Apple Gift Card (link on my profile) 🥇 Get top score: $300 Apple Gift Card Best video submission: $200 Apple Gift Card Funniest submission: $100 Apple Gift Card Rules: 1) Post your score to X with an attached screenshot (required) or video (optional) of your best score (NOT the leaderboard). See example. To be eligible you must either tag me in your post or reply to this post. Reposts are optional for visibility and do not affect eligibility 2) Entries must be posted to X before December 10, 2025 @ 11:59pm AEDT (Australian Eastern Daylight time). 3) Your score must be listed on the ranked leaderboard. You may be asked to validate your score by providing your Game Center username. Be sure your profile is public, that you are playing on the latest version of the game and are logged into Game Center. 4) The highest score posted wins the top score prize. In the event that multiple winners get the same top score the winnings will be divided amongst them. So 2 people getting the same top score means prize will be $150 each. 5) Best video submission will be judged by me and my decision will be final. Criteria: I will be looking for creativity, entertainment value, style and originality. The entry that stands out the most from other video submissions. 6) Best funniest submission will be judged by me and my decision will be final. You may include an optional video for extra visibility. Criteria will be: what makes me laugh the most. Only age appropriate entries will be considered (no crude humour). 7) Gift cards are in USD. Gift card value may be subject to currency conversion for my local currency (Australia) and your local currency. Depending on the arrangement we find to send you the Gift card. Apple Gift Cards must be redeemable in your region. If not we will arrange an alternative of equivalent value. 8) Winners will be notified by direct message on X and publicly on my X profile on or before December 15. Winners must respond within 7 days to claim their prize. 9) You may enter the competition as many times as you like. Only your highest valid score will be considered for the Top Score prize. 10) You must be 13+ or meet your region’s minimum age for using X and participating in online competitions. 11) I reserve the right to disqualify suspicious or unverifiable scores at my discretion (e.g., if I suspect hacked/modded devices/assisting devices). Important disclaimers: This competition is not affiliated with Apple or X By entering into this competition you give me permission to use the contents of your post (name, text, image, video) for use in promotional material for the game. This content will be used on my YouTube channel and to promote my game not only on X but on other platforms too. If you do not wish to give permission to use your post text, images and/or video please opt-out on your submitted post. "I do not give permission for my post to be used in promotional material". Opting out of promotional use does not disqualify you from winning.

Adam Lyttle

159,986 views • 9 months ago

A guy making $1m a year with an 810 credit score just got automatically denied for business funding the bank didn't even look at his income. they didn't look at his perfect payment history. a computer auto declined him in 4 seconds because he didn't know how to apply correctly every major bank looks for specific things that make up your credit score, they also look at business structuring, your industry risk code, and 100+ other data points that can lead up to $250k at 0% interest or a flat our denial or 5k blue balls limit your score is irrelevant if you don't match the ideal profile the banks look for. getting funded means knowing the bank's algorithm before you submit the application, and having the connection to get your foot in the door (insider bankers) every time you apply and guess wrong, you take a hard inquiry and lower your score for absolutely nothing (luckily you can wipe these if you know how) if you know the rules, you know the bank's answer before you even apply. you just line them up and collect the approvals I built a tool that maps the algorithms for you, builds the sequence, and helps you execute AI Funding GPT. upload your credit report, it cross checks your file against every bank's hidden rules. tells you who will say yes today, how much they'll give you, and the exact sequence to apply in + data points giving it away tonight for free: like + repost comment STACK follow me or the dm bounces link in bio if you'd rather we just build the 0% stack for you. up to 250k if you're 700+

hunter

11,659 views • 1 month ago

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Grey Ledger

60,319 views • 2 years ago

🙏♥️🙏 Back in 1952, a baby was born at a hospital in New York. The room went dead silent. The infant was blue, limp, and silent. Panic began to settle over the medical staff, and for a terrifying moment, it looked like they might give up. Then, a steady, calm voice cut through the tension. «Let's score the baby,» the woman commanded. That woman was Dr. Virginia Apgar. That single, simple instruction changed the course of modern medicine forever. Virginia Apgar's path wasn't easy. She originally wanted to be a surgeon, but in the 1940s, the doors to operating rooms were firmly shut against women. She was told plainly that no hospital would hire a woman as a surgeon. Many people would have quit right there, but Apgar simply shifted her focus. She moved into the field of anesthesiology. It was a career pivot that would eventually save millions of lives. While working in the maternity ward at Columbia-Presbyterian, Apgar watched something that broke her heart. She saw newborn babies dying within minutes of birth because doctors didn't have a standardized way to check if they were healthy or in distress. It was all guesswork. There was no system, no set of rules, and no shared language among the staff. One morning in 1952, Apgar decided to solve the problem herself. She sat down with a piece of paper and a pen. She developed a simple, five-point test to evaluate a newborn's health based on heart rate, respiration, muscle tone, reflexes, and skin color. She called it the "Apgar Score." The medical community didn't just accept it; they embraced it. Within a decade, nearly every hospital in the United States had adopted her method. Because doctors finally had a universal language to assess a newborn's health, they knew exactly when to intervene. The infant mortality rate plummeted. Infants who might have been left for dead in the past were suddenly being resuscitated and kept alive. Virginia Apgar didn't stop with that one test. She went on to get a degree in Public Health and worked tirelessly with the March of Dimes, becoming a global advocate for mothers and their children. She spent her life breaking barriers, not by shouting, but by being the most capable person in the room. Because doctors finally had a universal language to assess a newborn's health, they knew exactly when to intervene. The infant mortality rate plummeted—studies have estimated that the implementation of standardized neonatal assessments contributed to a significant decline in neonatal deaths, with some regions seeing mortality rates for high-risk infants drop by as much as 40 to 50 percent in the years following its adoption. Infants who might have been left for dead in the past were suddenly being resuscitated and kept alive. When people asked her how she managed to thrive in a world that didn't want her there, she would offer a small, knowing smile. She once explained her resilience by saying: «Women are like tea bags—you never know how strong they are until they're in hot water.» Dr. Virginia Apgar passed away in 1974, but her work remains invisible yet essential. Every two seconds, somewhere on this planet, a baby takes its first breath. In that moment, a doctor or a nurse silently calculates a score. That number is a tribute to a woman who refused to give up—not on the babies, and certainly not on herself. vision, and a refusal to back down can rewrite the future. She taught us that your circumstances don't define your impact; your actions do. Most people will never know the name of the woman behind the score they receive at birth. But every life she helped save is living proof that you don't need fame to be a hero—you just need to leave the world better than you found it 🙏♥️🙏

G-PA

22,373 views • 6 months ago