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This video tutorial from Cohere AI explains word and sentence embeddings, which are essential for large language models. The challenge for computers is to understand language, which consists of words, while they can only process numbers. Word embeddings convert words into numerical representations, associating each word with a list of numbers. Similarly, sentence embeddings do the same for sentences. This conversion is performed by a neural network that analyzes context; when two words appear together frequently, their numerical representations are adjusted to be closer in value. This process ultimately yields effective and meaningful results in language processing.
