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Introduction to Large Language Models (Lesson 1)
DukeRem5 June 2023
  Welcome to the first lesson in our series on Large Language Models (LLMs). Here, we introduce the concept of LLMs and discuss their significance in the realm of artificial intelligence (AI). LLMs are a type of AI system that can understand, generate, and manipulate human language. They are an important subfield of natural language processing (NLP), which is the overall study of how computers can interact with human language. The "large" in LLMs refers to the vast amount of data used to train these models, usually in the form of text from books, articles, and websites. LLMs can be compared to bookworms that consume vast libraries of knowledge. In doing so, they capture the contents of thousands of books and can answer questions on a wide range of topics. However, their true power lies in their ability to derive and assemble information from this vast repository to address new questions and topics outside of their initial learning scope. Like skilled researchers, they can synthesize and present information in novel ways, making them valuable tools for exploring and understanding the world around us. One key aspect of LLMs is their ability to generate human-like text. They can complete sentences, answer questions, and even create entire paragraphs on a given topic. This capability has led to numerous applications, from chatbots to content generation. In the coming lessons, we'll explore the inner workings of LLMs, their benefits, and potential drawbacks.