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Before LLMs Could Predict, They Had to Count

By the end of this post, you'll understand exactly how the simplest language models work, the chain rule, the Markov assumption, n-grams, maximum likelihood estimation, and you'll see why every one of these ideas is still alive inside the LLMs you use daily.