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Instead of importing PyTorch, this project makes you build your own version of it. TrenTorch is the coding curriculum that forces you to build your own machine learning framework instead of just importing one. Most people treat neural networks like a black box, but this project makes you write every single line of code on plain NumPy to recreate the actual machinery of PyTorch. It breaks the work into twenty progressive steps, guiding you from basic math all the way to building a real language m
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Ising Model using Python No script. Just physics deciding who agrees with their neighbor. A real 2D spin lattice, updated with the actual Metropolis algorithm. Order emerges from pure randomness — that's not animation, that's thermodynamics. Full code on GitHub → link in bio #statisticalmechanics #physics #python #manim #montecarlo
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Nobody ever wrote the code that lets ChatGPT write Python. Not one line of it. 🤯 Here's how a large language model actually gets built, step by step: 1️⃣ Data. Trillions of words of books, web pages, code and forums, then cleaned: duplicates removed, spam filtered, broken text stripped. One open dataset, FineWeb, is 15 trillion tokens of web text. 2️⃣ Tokens. The model never sees words.
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