Communication Systems - master program(2025-2026, SC - Master EPFL 2025)
Computer Science - Cybersecurity(2025-2026, IN-CS - Master 2024)
Computer Science - Cybersecurity(2025-2026, IN-CS - Master 2025)
Computer Science(2025-2026, IN - Master 2024)
Computer Science(2025-2026, IN - Master 2025)
Computer science minor(2025-2026, Mineur : Informatique 2025-26)
Data Science(2025-2026, SC_DS - Master 2024)
Data Science(2025-2026, SC_DS - Master 2025)
Data science minor(2025-2026, Mineur : Data Science 2025-26)
Digital Humanities(2025-2026, DH - Master 2024)
Digital Humanities(2025-2026, DH - Master 2025)
Joint EPFL - ETH Zurich Doctoral Program in the Learning Sciences(2025-2026, EDLS 2025-26)
Life Sciences Engineering(2025-2026, SV - Master 2024)
Life Sciences Engineering(2025-2026, SV - Master 2025)
Neuro-X minor(2025-2026, Mineur : Neuro-X 2025-26)
Neuro-X(2025-2026, SNX - Master 2024)
Neuro-X(2025-2026, SNX - Master 2025)
UNIL - Sciences forensiques(2025-2026, UNIL - Sciences forensiques 2025-26)
| Semester | Mand. | Option | Filières |
| x | |||
| H | x | ||
| MA1, MA3 | x | ||
| MA1, MA3 | x | B J K | |
| MA1, MA3 | x | B J | |
| MA1, MA3 | x | K |
| Courses | 2 weekly |
| Exercises | 2 weekly |
| Study plan | Semester | Mand. | Option | Filières |
| Cyber security 2025-26 | MA1 | x | ||
| Cyber security 2025-26 | MA3 | x | ||
| Data Science 2025-26 | MA1 | x | ||
| Data Science 2025-26 | MA3 | x | ||
| EDLS - Learning Sciences 2025-26 | x | |||
| Humanités digitales 2025-26 | MA1 | x | ||
| Humanités digitales 2025-26 | MA3 | x | ||
| Informatique 2025-26 | MA1 | x | B J K | |
| Informatique 2025-26 | MA3 | x | B J K | |
| Ingénierie des sciences du vivant 2025-26 | MA1 | x | K | |
| Ingénierie des sciences du vivant 2025-26 | MA3 | x | K | |
| Mineur : Data science 2025-26 | H | x | ||
| Mineur : Informatique 2025-26 | H | x | ||
| Mineur : Neuro-X 2025-26 | H | x | ||
| Neuro-X 2025-26 | MA1 | x | ||
| Neuro-X 2025-26 | MA3 | x | ||
| Systèmes de communication 2025-26 | MA1 | x | B J | |
| Systèmes de communication 2025-26 | MA3 | x | B J | |
| UNIL - Sciences forensiques 2025-26 | H | x |
| Cursus | Sem. | Type |
|---|---|---|
| Computer science minor | H | Opt. |
| Computer science | MA1, MA3 | Opt. |
| Cybersecurity | MA1, MA3 | Opt. |
| Data Science | MA1, MA3 | Opt. |
| Data science minor | H | Opt. |
| Digital Humanities | MA1, MA3 | Opt. |
| Learning Sciences | Opt. | |
| Life Sciences Engineering | MA1, MA3 | Opt. |
| Neuro-X minor | H | Opt. |
| Neuro-X | MA1, MA3 | Opt. |
| SC master EPFL | MA1, MA3 | Opt. |
| UNIL - Sciences forensiques | H | Opt. |
Several models and algorithms for automated textual data processing will be described: morpho-lexical level: n-gram and language models, spell checkers, ...; semantic level: models and formalisms for the representation of meaning, embedings, ...
Several application domains will be presented: Linguistic engineering, Information Retrieval, Textual Data Analysis (automated document classification, visualization of textual data).
Natural Language Processing; Computationnal Linguisitics; Part-of-Speech tagging
- Compose key NLP elements to develop higher level processing chains
- Assess / Evaluate NLP based systems
- Choose appropriate solutions for solving typical NLP subproblems (tokenizing, tagging, ...)
- Describe the typical problems and processing layers in NLP
- Analyze NLP problems to decompose them in adequate independant components
Flipped classroom (reviews and supervised "hands-on" in class) ; practical work on computer
attend lectures and practical sessions, answer quizzes.
4 quiz during semester 16%, final exam 84%
- M. Rajman editor, "Speech and Language Engineering", EPFL Press, 2006.
- Daniel Jurafsky and James H, Martin, "Speech and Language Processing", Prentice Hall, 2008 (2nd edition)
- Christopher D. Manning and Hinrich Schütze, "Foundations of Statistical Natural Language Processing", MIT Press, 2000
- Christopher D. Manning, Prabhakar Raghavan and Hinrich Schütze, Introduction to Information Retrieval, Cambridge University Press. 2008
- Nitin Indurkhya and Fred J. Damerau editors, "Handbook of Natural Language Processing", CRC Press, 2010 (2nd edition)
Find the references at the Library https://slsp-epfl.primo.exlibrisgroup.com/discovery/search?query=course_code,contains,%22CS-431%202025-2026%22,AND&tab=41SLSP_EPF_MyInst_and_CI&search_scope=MyInst_and_CI&vid=41SLSP_EPF:prod&lang=fr&mode=advanced&offset=0
https://coling.epfl.ch/ https://coling.epfl.ch/
https://go.epfl.ch/CS-431 https://go.epfl.ch/CS-431
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JS_fin
BALISE_SYMBOL
BOOLEAN_Symbol
BaliseJS_debut
\x5bsymbol\x5d
BaliseJS_fin
\x5b\x2fsymbol\x5d
Balise_debut
[symbol]
Balise_fin
[/symbol]
FO_debut
font-family=Symbol
FO_fin
font-family=
HTML_debut
<font style="font-family:Symbol;">
HTML_fin
</font>
JS_debut
\x3cfont style="font-family:Symbol;"\x3e
JS_fin
\x3c\x2ffont\x3e
CODE56072935
BOOLEAN_Symbol
1
BaliseJS_debut
\x5bmu\x5d
BaliseJS_fin
Balise_debut
[mu]
Balise_fin
FO_debut
[inline]=μ
FO_fin
HTML_debut
μ
HTML_fin
JS_debut
\x26#956;
JS_fin
CODE56073842
BOOLEAN_Symbol
1
BaliseJS_debut
\x5bsigma\x5d
BaliseJS_fin
Balise_debut
[sigma]
Balise_fin
FO_debut
[inline]=σ
FO_fin
HTML_debut
σ
HTML_fin
JS_debut
\x26#963;
JS_fin
CODE68199232
BOOLEAN_Symbol
1
BaliseJS_debut
\x5bphi\x5d
BaliseJS_fin
Balise_debut
[phi]
Balise_fin
FO_debut
[inline]=φ
FO_fin
HTML_debut
φ
HTML_fin
JS_debut
\x26#966;
JS_fin
CODE68199285
BOOLEAN_Symbol
1
BaliseJS_debut
\x5bPHI\x5d
BaliseJS_fin
Balise_debut
[PHI]
Balise_fin
FO_debut
[inline]=Φ
FO_fin
HTML_debut
Φ
HTML_fin
JS_debut
\x26#934;
JS_fin
CODE68199991
BOOLEAN_Symbol
1
BaliseJS_debut
\x5bgamma\x5d
BaliseJS_fin
Balise_debut
[gamma]
Balise_fin
FO_debut
[inline]=γ
FO_fin
HTML_debut
γ
HTML_fin
JS_debut
\x26#947;
JS_fin
CODE68200031
BOOLEAN_Symbol
1
BaliseJS_debut
\x5bGAMMA\x5d
BaliseJS_fin
Balise_debut
[GAMMA]
Balise_fin
FO_debut
[inline]=Γ
FO_fin
HTML_debut
Γ
HTML_fin
JS_debut
\x26#915;
JS_fin
CODE68200077
BOOLEAN_Symbol
1
BaliseJS_debut
\x5bomega\x5d
BaliseJS_fin
Balise_debut
[omega]
Balise_fin
FO_debut
[inline]=ω
FO_fin
HTML_debut
ω
HTML_fin
JS_debut
\x26#969;
JS_fin
CODE68200150
BOOLEAN_Symbol
1
BaliseJS_debut
\x5bOMEGA\x5d
BaliseJS_fin
Balise_debut
[OMEGA]
Balise_fin
FO_debut
[inline]=Ω
FO_fin
HTML_debut
Ω
HTML_fin
JS_debut
\x26#937;
JS_fin
CODE72092691
BOOLEAN_Symbol
BaliseJS_debut
\x5beta\x5d
BaliseJS_fin
Balise_debut
[eta]
Balise_fin
FO_debut
[inline]=η
FO_fin
HTML_debut
η
HTML_fin
JS_debut
\x26#951;
JS_fin
CODE72092805
BOOLEAN_Symbol
BaliseJS_debut
\x5bETA\x5d
BaliseJS_fin
Balise_debut
[ETA]
Balise_fin
FO_debut
[inline]=Η
FO_fin
HTML_debut
Η
HTML_fin
JS_debut
\x26#919;
JS_fin
BALISE_SOULIGNER
BOOLEAN_Symbol
BaliseJS_debut
\x5bu\x5d
BaliseJS_fin
\x5b\x2fu\x5d
Balise_debut
[u]
Balise_fin
[/u]
FO_debut
text-decoration=underline
FO_fin
text-decoration=none
HTML_debut
<u>
HTML_fin
</u>
JS_debut
\x3cu\x3e
JS_fin
\x3c\x2fu\x3e
CODE72092388
BOOLEAN_Symbol
BaliseJS_debut
\x5bpsi\x5d
BaliseJS_fin
Balise_debut
[psi]
Balise_fin
FO_debut
[inline]=ψ
FO_fin
HTML_debut
ψ
HTML_fin
JS_debut
\x26#968;
JS_fin
CODE72092541
BOOLEAN_Symbol
BaliseJS_debut
\x5bPSI\x5d
BaliseJS_fin
Balise_debut
[PSI]
Balise_fin
FO_debut
[inline]=Ψ
FO_fin
HTML_debut
Ψ
HTML_fin
JS_debut
\x26#936;
JS_fin
CODE140502511
BOOLEAN_Symbol
1
BaliseJS_debut
\x5brho\x5d
BaliseJS_fin
Balise_debut
[rho]
Balise_fin
FO_debut
[inline]=ρ
FO_fin
HTML_debut
ρ
HTML_fin
JS_debut
\x26#961;
JS_fin
CODE140504636
BOOLEAN_Symbol
1
BaliseJS_debut
\x5bRHO\x5d
BaliseJS_fin
Balise_debut
[RHO]
Balise_fin
FO_debut
[inline]=Ρ
FO_fin
HTML_debut
Ρ
HTML_fin
JS_debut
\x26#929;
JS_fin
CODE148292791
BOOLEAN_Symbol
BaliseJS_debut
\x5bepsilon\x5d
BaliseJS_fin
Balise_debut
[epsilon]
Balise_fin
FO_debut
[inline]=ε
FO_fin
HTML_debut
ε
HTML_fin
JS_debut
\x26#949;
JS_fin
CODE169976220
BOOLEAN_Symbol
BaliseJS_debut
\x5blig\x5d
BaliseJS_fin
Balise_debut
[lig]
Balise_fin
FO_debut
[inline]=›  
FO_fin
HTML_debut
›  
HTML_fin
JS_debut
\x26#x203A;\x26#160;\x26#160;
JS_fin
CODE148292899
BOOLEAN_Symbol
BaliseJS_debut
\x5bEPSILON\x5d
BaliseJS_fin
Balise_debut
[EPSILON]
Balise_fin
FO_debut
[inline]=Ε
FO_fin
HTML_debut
Ε
HTML_fin
JS_debut
\x26#917;
JS_fin
BALISETXT_SAUT
BOOLEAN_Symbol
BaliseJS_debut
\x5bbr\x2f\x5d
BaliseJS_fin
Balise_debut
[br/]
Balise_fin
FO_debut
FO_fin
HTML_debut
<br/>
HTML_fin
JS_debut
\x3cbr\x2f\x3e
JS_fin