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Books: Introduction to Data Mining by Tan Mining the Web By Soumen Chakrabarti Modelling the Internet and Web By Baldi, Frasconi, Smyth Computer Sc. support by Pearson Education Foundations of Statistical Natural Language Processing by Christopher D. Manning, Hinrich Schtze (UCSC online copy) Information Retrieval by Rijsbergen (online) Schaum's outline of theory and problems of probability and statistics by Murray R. Spiegel, Alu Srinivasan, John J. Schiller [UCSC online copy] Data mining techniques: for marketing, sales, and customer relationship management by Michael J.A. Berry, Gordon S. Linoff [UCSC online copy] Reinforcement learning: An Introduction by Richard s. Sutton and Andrew G. Barto [UCSC online copy]
Courses: Linear Algebra by Prof. Strang @ MIT Knowledge Services and Data Analytics @ UCSC Stochastic Dynamic Programming and Reinforcement Learning @ UCSC |