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At MIT, I learned about RNNs in my NLP class with Prof. Michael Collins. He built a model from my keystrokes to predict who I was. To me, it felt like a magic box. Years later, when I had to teach RNNs, I forced myself to go inside the...

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Tom Yeh

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220,999 Aufrufe • vor 1 Jahr •via X (Twitter)

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ResNet by hand✍️Excel~ I designed this exercise to compare a ResNet to an MLP and show skip-connections are simply identity matrices next to weights and biases. I also made a medium version to show how it scales. 👇Join the 'AI Math' community. Download xlsx.

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I don’t know how my brain works. Actually, I’m not sure it works. Tonight we’re watching TV with the kids, I grab a Coke, sit down and place the can on the coffee table. And then my brain, this haunted little hamster wheel, goes: “Remember when Yoongi opened a can with one hand?” So naturally I think:“Interesting. I too have a hand.” I lift the tab.I struggle.I inhale like I’m defusing a bomb. Then I try to push the tab back Still one hand.Still committed.Still delusional. I concentrate. I breathe because apparently I’m in a documentary called Woman vs Aluminum. Then the can slips. Coke launches itself across the table like it had waited years for freedom. Everything is wet. The floor. The table. My credibility as a parent. I just stare at it and go: “…oh.” My son turns to me like he just witnessed a workplace accident. “Maman. What are you DOING?” Me, soaked in consequences: “I wanted to see if I could open it with one hand.” Him: “WHY?” And before I can even invent a normal reason, my daughter sighs from the couch. “Yoongi did it in the last live. She thought it was sexy.” My son facepalms so hard I think he saw 2027. “Seriously? Are you going to try EVERYTHING they do?” Me: “No?” My daughter, already opening the evidence folder: “Fly yoga was because of them.” My son: “Climbing too.” Her: “Dance classes.” Him: “Korean cooking workshops.” Her: “The skincare routine.” My son looked at the Coke crime scene, then at me, and said: “Maman. At this point BTS are not idols. They are your remote control” Anyway, I am currently cleaning the floor. And reflecting on my choices.😬
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I don’t know how my brain works. Actually, I’m not sure it works. Tonight we’re watching TV with the kids, I grab a Coke, sit down and place the can on the coffee table. And then my brain, this haunted little hamster wheel, goes: “Remember when Yoongi opened a can with one hand?” So naturally I think:“Interesting. I too have a hand.” I lift the tab.I struggle.I inhale like I’m defusing a bomb. Then I try to push the tab back Still one hand.Still committed.Still delusional. I concentrate. I breathe because apparently I’m in a documentary called Woman vs Aluminum. Then the can slips. Coke launches itself across the table like it had waited years for freedom. Everything is wet. The floor. The table. My credibility as a parent. I just stare at it and go: “…oh.” My son turns to me like he just witnessed a workplace accident. “Maman. What are you DOING?” Me, soaked in consequences: “I wanted to see if I could open it with one hand.” Him: “WHY?” And before I can even invent a normal reason, my daughter sighs from the couch. “Yoongi did it in the last live. She thought it was sexy.” My son facepalms so hard I think he saw 2027. “Seriously? Are you going to try EVERYTHING they do?” Me: “No?” My daughter, already opening the evidence folder: “Fly yoga was because of them.” My son: “Climbing too.” Her: “Dance classes.” Him: “Korean cooking workshops.” Her: “The skincare routine.” My son looked at the Coke crime scene, then at me, and said: “Maman. At this point BTS are not idols. They are your remote control” Anyway, I am currently cleaning the floor. And reflecting on my choices.😬

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🙏♥️🙏 "Hey... you alright, kid? You got someone?" I remember trying to answer, but my voice barely came out. "Just me..." I was pulled from beneath twisted metal, shaking so hard I could hardly breathe. Everything felt loud and empty at the same time-until he stepped into it. Sergeant Marcus Hayes. He didn't ask many questions. He didn't make a speech. He just lifted me gently into his arms and said, "You're safe now." And somehow... I believed him. From that moment on, he never really let me go. At the camp, he'd slide part of his meal onto my tray without a word. He showed me how to tie my boots, slow and patient, like it mattered. On the nights when the silence got too heavy and I couldn't stop crying, he'd sit nearby—never forcing me to talk, just making sure I wasn't alone. He wasn't trying to be a hero. He was just choosing to care. And that changed everything. When he brought me home, he didn't just give me a place to stay—he gave me a life to grow into. He became the steady presence I didn't know I needed. He taught me how to stand tall when things felt impossible... how to keep my word even when no one was watching... how to become someone I could be proud of. I watched him in the quiet moments— shaving in the mirror, fixing the truck in the driveway, folding his uniform with care and discipline. Every little thing meant something. And without realizing it, I started building myself in his image. Years later, 1 wear that same uniform. And every time I stand in front of the mirror, adjusting it just right... I don't just see myself. I see Sergeant Marcus Hayes standing behind me quiet, steady, and proud 🙏♥️🙏

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Every time I’ve grown, it started with discomfort. Comfort keeps you still. Courage moves you forward. When I moved to WA in 2019, I was terrified. I had no idea what to expect. I left the other side of the country, away from absolutely everything I knew, to start an entirely new life. It was uncomfortable. It was scary. And it was the best thing I ever did for myself.

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When I was a Delta pilot, I used to layover in Minneapolis a lot. I visited the Mall of America a few years ago. I’d heard about it and had lots of time to kill. The copilot told me not to waste my time but I was super bored. I went for it. I immediately regretted it. I felt like I was back in Mogadishu in 1993. Black Hawk Down vibes. It’s a third world hell hole. Couldn’t wait to leave. It’s not the United States, it’s Somalia. We don’t want it and we don’t want Rep. Ilhan Omar.

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This video of me was taken the moment that God fully entered me and I fully allowed God in. God hasn’t left since. I had danced around it for a while, still processing conditioning that God was a religious word, a heavy word. I had to untangle some stuff before being able to call God by name, directly, without flinching, without sarcasm. I can’t believe I have this moment on film. The person filming was a non-believer - He believed God was an oppressive Christian force, a cult leader, a fairytale, a problem. So I kept quiet. Seconds after this video, twisting the water out of my hair and getting my clothes back on, I turned away from him and muttered in quiet prayer to myself “I love God … I love God… I love… God. Thank you”. I was finally able to say it with my whole being in that moment. Heart bursting. I finally understood who God was. I wanted to share it with my friend so bad in the moment but I couldn’t. I knew where he stood. Hours later, I told him about my God moment. I played it off a bit for my skeptical audience, implying that the cold plunge made me so high and faint that I was talking to God. But I knew in my heart what was happening. How real it was. “Should I be worried?” He responded. Then he went on to tell me a story about how a woman approached him on the beach last week and tried to convert him to Christianity with some pamphlets.

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