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Can you discuss your real-world experience with NLP and its use in recommender systems?

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Interview question asked to Machine Learning Engineers interviewing at Pandora, Illumina, American Express and other companies. Original question asked: Can you discuss your real-world experience with NLP and its use in recommender systems?.