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Here’s everything you need to know 👇 I developed a machine learning model with @Eight Sleep and we just released it today 1️⃣ What data was it built on? This model was built on the largest raw biosignal dataset ever used to train an AI, from any device, including every wearable on the market. 2.04 million hours 136,575 participants 498k sessions 122 million segments 2️⃣ What can it predict? It can predict your biological age (the age your body acts like) within 3.3 years. It also predicts heart
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➡️ Machine Learning from Scratch, part 42: why GPU and not CPU. A neural network spends almost all of its time multiplying numbers and adding them up. In every layer each neuron receives the whole input vector, multiplies each number by its own weight and adds them up, so with the weights of all neurons as the rows of one table, the layer becomes one matrix times the input vector. In training a whole mini batch goes in at once, every layer becomes a matrix times a matrix, and the backward pass f
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💻🤖 Someone Has to Make a Living and Build AI Models. Why Not Me? While some people are scrolling, I’m debugging. While some are sleeping, I’m wondering why my model is overfitting. 😭 While others see mathematics as a headache, I’m trying to understand how it makes machines learn. Because at the end of the day, dreams don’t pay bills. Skills do. 💸 🐍 Learn Python. 📐 Master the mathematics. 🧠 Understand machine learning. ⚙️ Build real AI systems. 🚀 Turn your knowledge into something people
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Self-Assembling Nanomachine the Bacterial Flagellar Motor.A bacterium builds its flagellar motor from the inside out: first the export gate and MS ring in the inner membrane, then the C ring and the export ATPase in the cytoplasm. The rod, hook and filament are pumped out one unfolded protein at a time through a channel just 2 nm wide, and fold into place at the tip. Then the 11 MotA/MotB stators lock around the rotor and the engine starts, powered by protons flowing across the membrane. The fil
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