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LLMs - The what, why and how

Large Language Models (LLMs) have revolutionized fields like natural language processing (NLP), powering applications from chatbots to automated content creation. But what exactly goes into creating these models? Why do they sometimes generate incorrect or fabricated responses (hallucinations)? And how can you build your own LLM using an AWS instance? Let’s dive into the mechanics of LLMs, the data and methods used to train them, and practical steps to develop one.