| Master 2 | Main topics | Tools | Useful links |
|---|---|---|---|
| Neural Network (deep learning) | Feedforward NN, Autoencoders, Convolutional NN | usherbrooke ; deeplearningbook | |
| Data mining | Item sets and Association rules | Apriori algorithm | |
| Speech and Text Processing | Automatic Speech Recognition | Visartico | |
| Terminology and Ontology | Term processing; Mono/Multi-lingual term acquisitions | TermSuite | |
| Natural Language Generation | |||
| Lexical resources | Word embeddings, Wikipedia/Wiktionary, N-Grams | FastText, FrameNet, VerNet, WordNet, PropBank | dumps ; xefer |
| Computational semantics | SemComp | ||
| Formalisms | |||
| Software project | “Multilingual Text-to-Speech system” |
| Master 1 | Main topics | Tools | Useful links | |
|---|---|---|---|---|
| Programming | Python | |||
| Speech and Written Corpora | How to build, annotate, store, evaluate, use a corpus | Grew; Winsnoori, Praat | ||
| NLP basics | Regular Expressions, Finite-State Automata (FSA), Finite-State Transducers (FST), Phrase grammars, Context Free Grammar, Syntactic parsing, Language model, Text classification | CYK algorithm | CFG | |
| Linguistics | Morphology, Phonetics | |||
| Project Management | ||||
| Machine learning | Supervised learning, Support vector machine, Multilayer perceptron, Optimization, Decision trees and ensemble methods | |||
| Web semantics | Knowledge representation, Formal Concept Analysis (FCA), Resousrce Description Framework (RDF), SPARQL, Propositional Logics (PL), First Order Logics (FOL) | Latviz (LORIA), Apriori algorithm | ||
| Logics | ||||
| Formal Languages | Phrase Structure Grammar, Chomsky hierarchy, Deterministic FSA, Non-Deterministic FSA | FL | ||
| Calculabitity and complexity | Turing machines, Church thesis | |||
| Data science | Extract, Clean, Store, Vizualize, Process data | Python (+librairies), MongoDB, SQL | ||
| Linguistics | Lexicology, Syntax, Semantics | |||
| Supervised Project | “Testing Greenberg’s Linguistic Universals using a graph rewriting tool” |
| Licence | Sujets principaux | Outils | Liens utiles |
|---|---|---|---|
| Syntaxe | |||
| Modèles syntaxiques | Structure de traits | ||
| Macro/Micro syntaxe | XLFG | ||
| Morphology | |||
| Phonétique | Praat, Treetager | ||
| Phonologie | |||
| Sociolinguistique | |||
| Psycholinguistique | |||
| Acquisition du language oral et écrit | Phon | ||
| Constitution et Traitement de corpus | Perl, Ortholangue | ||
| Statistique et Linguistique de corpus | Clarin, frWaC, TXM | ||
| Lexicographie | CNRTL, Crisco | ||
| Histoire et Contact des langues | |||
| Sémantique | |||
| Énonciation | |||
| Stratégies discursives | |||
| Langue des Signes | Elix, Mélanie Deaf | OrangeSign |
| Autre | Sujets principaux | Outils | Liens utiles |
|---|---|---|---|
| Web design | HTML, CSS | Tailwind ; OpenClassRoom |