nlp
natural language processing(NLP) practice
Implementation
- POS-tagger(under construction)
- CKY-Parser
- HMM-POS-tagger
Course Outline
- Introduction
- Morphological Analysis
- Grammars and Parsing
- Formal Grammars of English
- Syntactic Parsing
- Language Modeling with N-grams
- POS Tagging, Sequence Labeling, and HMM
- Part Of Speech Tagging
- Sequence Labeling
- Hidden Markov Models
- Statistical Parsing
- Neural Shift-Reduce Dependency Parsing
- Neural Networks and Neural Language Models + Word Vector
- LSTM RNNs and Sequential Labeling
- Semantic Processing
- Word sense Disambiguation
- Semantic Role Labeling
- Semantic Grammar
- Vector Space(Distributional) Lexical Semantics
- Discourse Analysis
- Reference Resolution
- Text Understanding with World Knowledge
- Attentional states
- Conversational Agent: Dialog Interface and ChatBot