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Lecture 1: Introduction to the Course
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Lecture 1: Introduction to the Course
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Lecture 2: What Do We Do in NLP
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Lecture 3: Why is NLP hard
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Lecture 4: Empirical Laws
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Lecture 5: Text Processing: Basics
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Lecture 6: Spelling Correction: Edit Distance
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Lecture 7: Weighted Edit Distance, Other Variations
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Lecture 8: Noisy Channel Model for Spelling Correction
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Lecture 9 : N-Gram Language Models
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Lecture 10: Evaluation of Language Models, Basic Smoothing
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Week 2 Tutorial
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Lecture 12: Language Modeling: Advanced Smoothing Models
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Lecture 13: Computational Morphology
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Lecture 14: Finite - State Methods for Morphology
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Lecture 15: Introduction to POS Tagging
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Lecture 16: Hidden Markov Models for POS Tagging
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Lecture 17: Viterbi Decoding for HMM, Parameter Learning
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Lecture 18: Baum Welch Algorithm
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Lecture 19: Maximum Entropy Models - I
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Lecture 20: Maximum Entropy Models - II
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Lecture 21: Conditional Random Fields
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Lecture 22: Syntax - Introduction
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Lecture 23: Syntax - Parsing I
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Lecture 24: Syntax - CKY, PCFGs
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Lecture 25: PCFGs - Inside-Outside Probabilities
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Lecture 26: Inside-Outside Probabilities
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Lecture 27: Dependency Grammars and Parsing - Introduction
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Lecture 28 : Transition Based Parsing : Formulation
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Lecture 29 : Transition Based Parsing : Learning
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Lecture 30 : MST-Based Dependency Parsing
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Lecture 35: Word Embeddings - Part I
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Lecture 36 : Word Embeddings - Part II
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Lecture 37: Lexical Semantics
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Lecture 38: Lexical Semantics - Wordnet
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Lecture 39 : Word Sense Disambiguation - I
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Lecture 40 : Word Sense Disambiguation - II
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Lecture 41 : Novel Word Sense detection
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Lecture 42 : Topic Models : Introduction
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Lecture 44 : Gibbs Sampling for LDA, Applications
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Lecture 45 : LDA Variants and Applications - I
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Lecture 46:LDA Variants and Applications - II
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mod10lec47
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mod10lec48
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mod10lec49
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mod10lec50
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