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This video tutorial from Cohere AI explains word and sentence embeddings, which are essential for large language models. These models aim to enable computers to understand and process language, but since computers work with numbers, embeddings translate words and sentences into numerical representations. Each word is linked to a list of numbers, as is each sentence. Importantly, this process is performed by a neural network, which analyzes the context in which words and sentences appear. When words frequently occur together, they are assigned closer numerical representations. This computational approach leads to effective results in language processing.