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This video tutorial from Cohere AI discusses word and sentence embeddings, essential components of large language models. These embeddings enable computers to process language by converting words and sentences into numerical representations. Each word is associated with a list of numbers, and sentence embeddings are created similarly. This conversion is not performed by humans but by computers, typically using complex neural network models. The model analyzes context, bringing words or sentences closer together when they appear in similar contexts. Ultimately, this process yields impressive results in understanding and processing language.