Large Language Models (LLMs) like GPT-4, Claude, and Llama seem like pure magic. They can write code, compose poetry, and reason through complex logic. But pull back the curtain, and you won’t find a conscious brain—you’ll find an incredibly elegant symphony of linear algebra, calculus, and probability.
If you want to truly understand how AI works, you have to understand the math. In this post, we are going to break down the complete mathematical foundation of LLMs, concept by concept, without getting lost in academic jargon.
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