NLP, Information Retrieval (IR), IE, NLP and Text Mining tutorials, presentations and lectures:

• Term Weighting and Ranking Algorithms: a very nice presentation from Ray R. Larson.
• Statistical Methods in NLP: a short NLP course from Philip Resnik.