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The video tutorial from Cohere AI focuses on word and sentence embeddings, which are essential for large language models. These embeddings allow computers to process language by converting words and sentences into numerical representations. This conversion is achieved through a neural network that analyzes context; words or sentences that appear together frequently are assigned similar numerical values. This process is automated, with no human intervention in the assignment of numbers. Ultimately, this technique enables computers to understand and process language more effectively, leading to impressive results in language comprehension tasks.