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This video tutorial from Cohere AI discusses word and sentence embeddings, which are essential components of large language models. These embeddings convert words and sentences into numerical representations, enabling computers to understand and process language. While language is composed of words, computers operate using numbers. Word embeddings link each word to a set of numbers, and sentence embeddings do the same for sentences, ensuring meaningful associations. This process is not manually curated; instead, it involves complex neural network models that analyze context. Words or sentences that frequently appear together are positioned closer in the embedding space, resulting in effective numerical representations for language processing.