Parsing: CYK AlgorithmExplores formal grammars, parsing algorithms, CYK algorithm efficiency, and syntactic correctness in Natural Language Processing.
CYK algorithmIntroduces the CYK algorithm for efficient syntactic analysis using chart parsing and discusses its complexity and bottom-up parsing technique.
Introduction to GrammarsIntroduces automata, regular languages limitations, context-free grammars, and balanced parentheses grammars.
Parsing with CombinatorsExplores parsing text into trees using parser combinators in Scala, covering filtering, transforming, sequencing, alternatives, recursion, spaces handling, lexing, monadic nature, and for-notation.
LL(1) ParsingCovers LL(1) parsing, formalization, automation, constraints, and parsing tables.
Neural Networks for NLPCovers modern Neural Network approaches to NLP, focusing on word embeddings, Neural Networks for NLP tasks, and future Transfer Learning techniques.
Model AnalysisExplores neural model analysis in NLP, covering evaluation, probing, and ablation studies to understand model behavior and interpretability.