Can you outline your hands-on experience with NLP and recommender system implementations?

Free for the first 3 answer contributors

Interview question asked to Machine Learning Engineers interviewing at Groupon, trivago, StubHub and others: Can you outline your hands-on experience with NLP and recommender system implementations?.