About the course
This course starts with the basics of text processing including basic pre-processing, spelling correction, language modeling, Part-of-Speech tagging, Constituency and Dependency Parsing, Lexical Semantics, distributional Semantics and topic models. Finally, the course also covers some of the most interesting applications of text mining such as entity linking, relation extraction, text summarization, text classification, sentiment analysis and opinion mining.
Basic knowledge of probabilities for the lectures and python for programming assignment
Industries that will recognize this course
Microsoft Research, Google, Adobe, Xerox, Flipkart, Amazon
Week 1: Introduction and Basic Text Processing
Week 2: Spelling Correction, Language ModelingWeek 3: Advanced smoothing for language modeling, POS tagging