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Computer Science
Artificial Intelligence
Natural Language Processing (NLP)
Computational Linguistics
1. Introduction to Computational Linguistics
2. Mathematical and Computational Foundations
3. Foundational Concepts in Linguistics
4. Computational Phonology and Morphology
5. Syntax and Parsing
6. Computational Semantics
7. Pragmatics and Discourse
8. Corpus Linguistics and Data
9. Statistical and Machine Learning Methods
10. Advanced Topics and Applications
11. Evaluation Methodologies
12. Current Challenges and Future Directions
Computational Phonology and Morphology
Phonetics and Speech Processing
Speech Signal Analysis
Waveform Analysis
Spectral Analysis
Fundamental Frequency Extraction
Articulatory and Acoustic Phonetics
Speech Sound Representation
Feature Extraction
Acoustic Correlates of Phonetic Features
Phonemes and Allophones
Phoneme Inventory
Allophonic Variation
Phonological Processes
Prosody and Intonation
Stress Patterns
Intonation Contours
Prosodic Modeling
ToBI Annotation
Formal Models of Phonology
Rule-Based Phonological Analysis
Phonological Rules
Rule Ordering
Derivational Approaches
Optimality Theory
Constraints and Rankings
Candidate Evaluation
Computational Implementation
Autosegmental Phonology
Feature Geometry
Tonal Phonology
Computational Models
Computational Morphology
Morphological Structure
Morphemes and Morphs
Stems, Roots, and Affixes
Morphological Parsing
Inflectional Morphology
Paradigms and Patterns
Syncretism and Defectiveness
Computational Modeling
Derivational Morphology
Word Formation Rules
Productivity and Restrictions
Semantic Compositionality
Non-Concatenative Morphology
Root-and-Pattern Systems
Reduplication
Computational Challenges
Finite-State Methods
Finite-State Automata
Deterministic and Non-Deterministic FSA
Regular Expressions
Closure Properties
Finite-State Transducers
Input-Output Mappings
Composition and Inversion
Two-Level Morphology
Applications in Morphological Processing
Morphological Analysis
Morphological Generation
Spell Checking and Correction
Word Segmentation and Tokenization
Tokenization Challenges
Whitespace-Based Segmentation
Punctuation Handling
Contractions and Clitics
Subword Segmentation
Byte Pair Encoding
WordPiece
SentencePiece
Language-Specific Issues
Chinese Word Segmentation
Arabic Morphological Analysis
Agglutinative Language Processing
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3. Foundational Concepts in Linguistics
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5. Syntax and Parsing