110 http://isa.epfl.ch/imoniteur_ISAP/ itffichecours.txt?path=EPFL.Etu.FicheCours.HeaderFR itffichecours.txt?path=EPFL.Etu.FicheCours.GlobalNav_js fr 2026 944590 6683147 944590 2305107546 2305107546 0 0 Mathematiques MA SB Faculté des sciences de base School of Basic Sciences !itffichecours.htm?ww_i_matiere=2720043663&ww_x_anneeAcad=2305107546&ww_i_section=944590&ww_i_niveau=6683147 1696552884 1696552963 2024-2025 COURSE BOOKLET COM-406 Foundations of Data Science Foundations of Data Science Lecturers Gastpar Michael, Urbanke Rüdiger Language of teaching English Cursus Computational science and Engineering(2024-2025, MA-CO - Master 2023)
Computational science and Engineering(2024-2025, MA-CO - Master 2024)
Computational science and engineering minor(2024-2025, Mineur : Science et ingénierie computationnelles 2024-25)
Computer Science - Cybersecurity(2024-2025, IN-CS - Master 2023)
Computer Science - Cybersecurity(2024-2025, IN-CS - Master 2024)
Computer and Communication Sciences (edoc)(2024-2025, EDIC 2024-25)
Data Science(2024-2025, SC_DS - Master 2023)
Data Science(2024-2025, SC_DS - Master 2024)
Data science minor(2024-2025, Mineur : Data Science 2024-25)
Digital Humanities(2024-2025, DH - Master 2023)
Digital Humanities(2024-2025, DH - Master 2024)
Minor in Quantum Science and Engineering(2024-2025, Mineur : Science et ingénierie quantiques 2024-25)
Quantum Science and Engineering(2024-2025, SIQ - 2023)
Quantum Science and Engineering(2024-2025, SIQ - 2024)
Statistics(2024-2025, MA_STAT - Master 2023)
Statistics(2024-2025, MA_STAT - Master 2024)
SemesterMand.OptionFilières
x
Hx
MA1, MA3x
MA1, MA3xA B
MA1, MA3xD
MA1, MA3x
 Credits 8 Session Winter Workload 240h Exam Written Number of positions Semester Fall Weeks 14 Hours 6 weekly
Courses 4 weekly
Exercises 2 weekly
Study planSemesterMand.OptionFilières
Cyber security 2024-25MA1x
Cyber security 2024-25MA3x
Data Science 2024-25MA1x
Data Science 2024-25MA3x
EDIC - Computer and communication sciences 2024-25x
Humanités digitales 2024-25MA1x
Humanités digitales 2024-25MA3x
Mineur : Data science 2024-25Hx
Mineur : Science et ing. computationnelles 2024-25Hx
Mineur : Science et ingénierie quantiques 2024-25Hx
Science et ingénierie computationelles 2024-25MA1xD
Science et ingénierie computationelles 2024-25MA3xD
Science et ingénierie quantiques 2024-25MA1xA B
Science et ingénierie quantiques 2024-25MA3xA B
Statistique 2024-25MA1x
Statistique 2024-25MA3x
Cursus Sem. Type
Computational science and Engineering MA1, MA3 Opt.
Computational science and engineering minor H Opt.
Computer and Communication Sciences Opt.
Cybersecurity MA1, MA3 Opt.
Data Science MA1, MA3 Obl.
Data science minor H Opt.
Digital Humanities MA1, MA3 Opt.
Minor in Quantum Science and Engineering H Opt.
Quantum Science and Engineering MA1, MA3 Opt.
Statistics MA1, MA3 Opt.
Summary We discuss a set of topics that are important for the understanding of modern data science but that are typically not taught in an introductory ML course. In particular we discuss fundamental ideas and techniques that come from probability, information theory as well as signal processing. Content

This class presents basic concepts of Information Theory and Signal Processing and their relevance to emerging problems in Data Science and Machine Learning.

A tentative list of topics covered is:

  1. Information Measures
  2. Signal Representations
  3. Detection and Estimation
  4. Multi-arm Bandits
  5. Distribution Estimation, Property Testing, and Property Estimation
  6. Exponential Families
  7. Compression and Dimensionality Reduction
  8. Information Measures and Generalization Error
 Keywords

Information Theory, Signal Processing, Statistical Signal Processing, Machine Learning, Data Science.

 Learning Prerequisites Required courses

COM-300 Modèles stochastiques pour les communications

 Recommended courses

Statistics

 Important concepts to start the course

Solid understanding of linear algebra and probability as well as real and complex analysis.

 Learning Outcomes By the end of the course, the student must be able to:
  • Formulate the fundamental concepts of signal processing such as basis representations and sampling
  • Formulate the fundamental concepts of information theory such as entropy and mutual information
  • Analyze problems in statistical settings using fundamental bounds from information theory
  • Formulate problems using robust and universal techniques
 Teaching methods

Ex cathedra lectures, exercises, and small projects.

 Expected student activities

Follow lectures; independent work on problems (homework and small projects).

 Assessment methods

Written final exam during the exam session.

Homework Problem Sets during the semester.

10% homework, 30% midterm, 60% final exam; (if for some reason the course has to be given over zoom then we will skip the midterm and the course will be evaluated by 10% homework and 90% final)

 Resources Bibliography

Cover and Thomas, Elements of Information Theory (Second Edition), Wiley, 2006.

 Ressources en bibliothèque
  • Elements of Information Theory / Coverhttp://library.epfl.ch/en/beast?isbn=978-0-471-24195-9
 Notes/Handbook

Lectures notes will be available on the course web page.

 Moodle Link Data Science, 2024-2025, Master semestre 1 Data Science, 2024-2025, Master semester 1 Ecole polytechnique fédérale de Lausanne EPFL Ecole polytechnique fédérale de Lausanne EPFL 2024-2025 Master semestre 1 MA1 HIVER Master semester 1 MA1 Data Science SC_DS Data Science SC_DS
Systèmes de communication SC Communication Systems SC
obligatoire mandatory
4 Cours Courses Heure(s) hebdo x 14 semaines Hour(s) per week x 14 weeks H hebdo H hebdo Urbanke Rüdiger 124369
Systèmes de communication SC Communication Systems SC
Gastpar Michael Christoph 122796
Systèmes de communication SC Communication Systems SC
2 Exercices Exercises Heure(s) hebdo x 14 semaines Hour(s) per week x 14 weeks H hebdo H hebdo Urbanke Rüdiger 124369
Systèmes de communication SC Communication Systems SC
Gastpar Michael Christoph 122796
Systèmes de communication SC Communication Systems SC
2720043663 Foundations of Data Science Foundations of Data Science 8
Ecrit Written Crédit Credits 8 Session hiver Session winter HIV HIV
Data Science, 2024-2025, Master semestre 3 Data Science, 2024-2025, Master semester 3 Ecole polytechnique fédérale de Lausanne EPFL Ecole polytechnique fédérale de Lausanne EPFL 2024-2025 Master semestre 3 MA3 HIVER Master semester 3 MA3 Data Science SC_DS Data Science SC_DS
Systèmes de communication SC Communication Systems SC
obligatoire mandatory
4 Cours Courses Heure(s) hebdo x 14 semaines Hour(s) per week x 14 weeks H hebdo H hebdo Urbanke Rüdiger 124369
Systèmes de communication SC Communication Systems SC
Gastpar Michael Christoph 122796
Systèmes de communication SC Communication Systems SC
2 Exercices Exercises Heure(s) hebdo x 14 semaines Hour(s) per week x 14 weeks H hebdo H hebdo Urbanke Rüdiger 124369
Systèmes de communication SC Communication Systems SC
Gastpar Michael Christoph 122796
Systèmes de communication SC Communication Systems SC
2720043663 Foundations of Data Science Foundations of Data Science 8
Ecrit Written Crédit Credits 8 Session hiver Session winter HIV HIV
Humanités digitales, 2024-2025, Master semestre 1 Digital Humanities, 2024-2025, Master semester 1 Ecole polytechnique fédérale de Lausanne EPFL Ecole polytechnique fédérale de Lausanne EPFL 2024-2025 Master semestre 1 MA1 HIVER Master semester 1 MA1 Humanités digitales DH Digital Humanities DH
Humanités digitales DH Digital Humanities DH
optionnel optional
4 Cours Courses Heure(s) hebdo x 14 semaines Hour(s) per week x 14 weeks H hebdo H hebdo Urbanke Rüdiger 124369
Systèmes de communication SC Communication Systems SC
Gastpar Michael Christoph 122796
Systèmes de communication SC Communication Systems SC
2 Exercices Exercises Heure(s) hebdo x 14 semaines Hour(s) per week x 14 weeks H hebdo H hebdo Urbanke Rüdiger 124369
Systèmes de communication SC Communication Systems SC
Gastpar Michael Christoph 122796
Systèmes de communication SC Communication Systems SC
2720043663 Foundations of Data Science Foundations of Data Science 8
Ecrit Written Crédit Credits 8 Session hiver Session winter HIV HIV
Humanités digitales, 2024-2025, Master semestre 3 Digital Humanities, 2024-2025, Master semester 3 Ecole polytechnique fédérale de Lausanne EPFL Ecole polytechnique fédérale de Lausanne EPFL 2024-2025 Master semestre 3 MA3 HIVER Master semester 3 MA3 Humanités digitales DH Digital Humanities DH
Humanités digitales DH Digital Humanities DH
optionnel optional
4 Cours Courses Heure(s) hebdo x 14 semaines Hour(s) per week x 14 weeks H hebdo H hebdo Urbanke Rüdiger 124369
Systèmes de communication SC Communication Systems SC
Gastpar Michael Christoph 122796
Systèmes de communication SC Communication Systems SC
2 Exercices Exercises Heure(s) hebdo x 14 semaines Hour(s) per week x 14 weeks H hebdo H hebdo Urbanke Rüdiger 124369
Systèmes de communication SC Communication Systems SC
Gastpar Michael Christoph 122796
Systèmes de communication SC Communication Systems SC
2720043663 Foundations of Data Science Foundations of Data Science 8
Ecrit Written Crédit Credits 8 Session hiver Session winter HIV HIV
Informatique - Cybersecurity, 2024-2025, Master semestre 1 Computer Science - Cybersecurity, 2024-2025, Master semester 1 Ecole polytechnique fédérale de Lausanne EPFL Ecole polytechnique fédérale de Lausanne EPFL 2024-2025 Master semestre 1 MA1 HIVER Master semester 1 MA1 Informatique - Cybersecurity IN_CS Computer Science - Cybersecurity IN_CS
Informatique IN Computer Science IN
optionnel optional
4 Cours Courses Heure(s) hebdo x 14 semaines Hour(s) per week x 14 weeks H hebdo H hebdo Urbanke Rüdiger 124369
Systèmes de communication SC Communication Systems SC
Gastpar Michael Christoph 122796
Systèmes de communication SC Communication Systems SC
2 Exercices Exercises Heure(s) hebdo x 14 semaines Hour(s) per week x 14 weeks H hebdo H hebdo Urbanke Rüdiger 124369
Systèmes de communication SC Communication Systems SC
Gastpar Michael Christoph 122796
Systèmes de communication SC Communication Systems SC
2720043663 Foundations of Data Science Foundations of Data Science 8
Ecrit Written Crédit Credits 8 Session hiver Session winter HIV HIV
Informatique - Cybersecurity, 2024-2025, Master semestre 3 Computer Science - Cybersecurity, 2024-2025, Master semester 3 Ecole polytechnique fédérale de Lausanne EPFL Ecole polytechnique fédérale de Lausanne EPFL 2024-2025 Master semestre 3 MA3 HIVER Master semester 3 MA3 Informatique - Cybersecurity IN_CS Computer Science - Cybersecurity IN_CS
Informatique IN Computer Science IN
optionnel optional
4 Cours Courses Heure(s) hebdo x 14 semaines Hour(s) per week x 14 weeks H hebdo H hebdo Urbanke Rüdiger 124369
Systèmes de communication SC Communication Systems SC
Gastpar Michael Christoph 122796
Systèmes de communication SC Communication Systems SC
2 Exercices Exercises Heure(s) hebdo x 14 semaines Hour(s) per week x 14 weeks H hebdo H hebdo Urbanke Rüdiger 124369
Systèmes de communication SC Communication Systems SC
Gastpar Michael Christoph 122796
Systèmes de communication SC Communication Systems SC
2720043663 Foundations of Data Science Foundations of Data Science 8
Ecrit Written Crédit Credits 8 Session hiver Session winter HIV HIV
Science et ingénierie computationnelles, 2024-2025, Master semestre 1 Computational science and Engineering, 2024-2025, Master semester 1 Ecole polytechnique fédérale de Lausanne EPFL Ecole polytechnique fédérale de Lausanne EPFL 2024-2025 Master semestre 1 MA1 HIVER Master semester 1 MA1 Science et ingénierie computationnelles MA_CO Computational science and Engineering MA_CO
Mathématiques MA Mathematics MA
D optionnel optional
4 Cours Courses Heure(s) hebdo x 14 semaines Hour(s) per week x 14 weeks H hebdo H hebdo Urbanke Rüdiger 124369
Systèmes de communication SC Communication Systems SC
Gastpar Michael Christoph 122796
Systèmes de communication SC Communication Systems SC
2 Exercices Exercises Heure(s) hebdo x 14 semaines Hour(s) per week x 14 weeks H hebdo H hebdo Urbanke Rüdiger 124369
Systèmes de communication SC Communication Systems SC
Gastpar Michael Christoph 122796
Systèmes de communication SC Communication Systems SC
2720043663 Foundations of Data Science Foundations of Data Science 8
Ecrit Written Crédit Credits 8 Session hiver Session winter HIV HIV
Science et ingénierie computationnelles, 2024-2025, Master semestre 3 Computational science and Engineering, 2024-2025, Master semester 3 Ecole polytechnique fédérale de Lausanne EPFL Ecole polytechnique fédérale de Lausanne EPFL 2024-2025 Master semestre 3 MA3 HIVER Master semester 3 MA3 Science et ingénierie computationnelles MA_CO Computational science and Engineering MA_CO
Mathématiques MA Mathematics MA
D optionnel optional
4 Cours Courses Heure(s) hebdo x 14 semaines Hour(s) per week x 14 weeks H hebdo H hebdo Urbanke Rüdiger 124369
Systèmes de communication SC Communication Systems SC
Gastpar Michael Christoph 122796
Systèmes de communication SC Communication Systems SC
2 Exercices Exercises Heure(s) hebdo x 14 semaines Hour(s) per week x 14 weeks H hebdo H hebdo Urbanke Rüdiger 124369
Systèmes de communication SC Communication Systems SC
Gastpar Michael Christoph 122796
Systèmes de communication SC Communication Systems SC
2720043663 Foundations of Data Science Foundations of Data Science 8
Ecrit Written Crédit Credits 8 Session hiver Session winter HIV HIV
Science et ingénierie quantiques, 2024-2025, Master semestre 1 Quantum Science and Engineering, 2024-2025, Master semester 1 Ecole polytechnique fédérale de Lausanne EPFL Ecole polytechnique fédérale de Lausanne EPFL 2024-2025 Master semestre 1 MA1 HIVER Master semester 1 MA1 Science et ingénierie quantiques SIQ Quantum Science and Engineering SIQ
Science et ingénierie quantiques SIQ Quantum Science and Engineering SIQ
A B optionnel optional
4 Cours Courses Heure(s) hebdo x 14 semaines Hour(s) per week x 14 weeks H hebdo H hebdo Urbanke Rüdiger 124369
Systèmes de communication SC Communication Systems SC
Gastpar Michael Christoph 122796
Systèmes de communication SC Communication Systems SC
2 Exercices Exercises Heure(s) hebdo x 14 semaines Hour(s) per week x 14 weeks H hebdo H hebdo Urbanke Rüdiger 124369
Systèmes de communication SC Communication Systems SC
Gastpar Michael Christoph 122796
Systèmes de communication SC Communication Systems SC
2720043663 Foundations of Data Science Foundations of Data Science 8
Ecrit Written Crédit Credits 8 Session hiver Session winter HIV HIV
Science et ingénierie quantiques, 2024-2025, Master semestre 3 Quantum Science and Engineering, 2024-2025, Master semester 3 Ecole polytechnique fédérale de Lausanne EPFL Ecole polytechnique fédérale de Lausanne EPFL 2024-2025 Master semestre 3 MA3 HIVER Master semester 3 MA3 Science et ingénierie quantiques SIQ Quantum Science and Engineering SIQ
Science et ingénierie quantiques SIQ Quantum Science and Engineering SIQ
A B optionnel optional
4 Cours Courses Heure(s) hebdo x 14 semaines Hour(s) per week x 14 weeks H hebdo H hebdo Urbanke Rüdiger 124369
Systèmes de communication SC Communication Systems SC
Gastpar Michael Christoph 122796
Systèmes de communication SC Communication Systems SC
2 Exercices Exercises Heure(s) hebdo x 14 semaines Hour(s) per week x 14 weeks H hebdo H hebdo Urbanke Rüdiger 124369
Systèmes de communication SC Communication Systems SC
Gastpar Michael Christoph 122796
Systèmes de communication SC Communication Systems SC
2720043663 Foundations of Data Science Foundations of Data Science 8
Ecrit Written Crédit Credits 8 Session hiver Session winter HIV HIV
Statistique, 2024-2025, Master semestre 1 Statistics, 2024-2025, Master semester 1 Ecole polytechnique fédérale de Lausanne EPFL Ecole polytechnique fédérale de Lausanne EPFL 2024-2025 Master semestre 1 MA1 HIVER Master semester 1 MA1 Statistique MA_STAT Statistics MA_STAT
Mathématiques MA Mathematics MA
optionnel optional
4 Cours Courses Heure(s) hebdo x 14 semaines Hour(s) per week x 14 weeks H hebdo H hebdo Urbanke Rüdiger 124369
Systèmes de communication SC Communication Systems SC
Gastpar Michael Christoph 122796
Systèmes de communication SC Communication Systems SC
2 Exercices Exercises Heure(s) hebdo x 14 semaines Hour(s) per week x 14 weeks H hebdo H hebdo Urbanke Rüdiger 124369
Systèmes de communication SC Communication Systems SC
Gastpar Michael Christoph 122796
Systèmes de communication SC Communication Systems SC
2720043663 Foundations of Data Science Foundations of Data Science 8
Ecrit Written Crédit Credits 8 Session hiver Session winter HIV HIV
Statistique, 2024-2025, Master semestre 3 Statistics, 2024-2025, Master semester 3 Ecole polytechnique fédérale de Lausanne EPFL Ecole polytechnique fédérale de Lausanne EPFL 2024-2025 Master semestre 3 MA3 HIVER Master semester 3 MA3 Statistique MA_STAT Statistics MA_STAT
Mathématiques MA Mathematics MA
optionnel optional
4 Cours Courses Heure(s) hebdo x 14 semaines Hour(s) per week x 14 weeks H hebdo H hebdo Urbanke Rüdiger 124369
Systèmes de communication SC Communication Systems SC
Gastpar Michael Christoph 122796
Systèmes de communication SC Communication Systems SC
2 Exercices Exercises Heure(s) hebdo x 14 semaines Hour(s) per week x 14 weeks H hebdo H hebdo Urbanke Rüdiger 124369
Systèmes de communication SC Communication Systems SC
Gastpar Michael Christoph 122796
Systèmes de communication SC Communication Systems SC
2720043663 Foundations of Data Science Foundations of Data Science 8
Ecrit Written Crédit Credits 8 Session hiver Session winter HIV HIV
Informatique et communications (edoc), 2024-2025 Computer and Communication Sciences (edoc), 2024-2025 Ecole polytechnique fédérale de Lausanne EPFL Ecole polytechnique fédérale de Lausanne EPFL 2024-2025 Informatique et communications (edoc) EDIC Computer and Communication Sciences (edoc) EDIC
optionnel optional
4 Cours Courses Heure(s) hebdo x 14 semaines Hour(s) per week x 14 weeks H hebdo H hebdo Urbanke Rüdiger 124369
Systèmes de communication SC Communication Systems SC
Gastpar Michael Christoph 122796
Systèmes de communication SC Communication Systems SC
2 Exercices Exercises Heure(s) hebdo x 14 semaines Hour(s) per week x 14 weeks H hebdo H hebdo Urbanke Rüdiger 124369
Systèmes de communication SC Communication Systems SC
Gastpar Michael Christoph 122796
Systèmes de communication SC Communication Systems SC
2720043663 Foundations of Data Science Foundations of Data Science 8
Ecrit Written Crédit Credits 8 Session hiver Session winter HIV HIV
Mineur en Data science, 2024-2025, Semestre automne Data science minor, 2024-2025, Autumn semester Ecole polytechnique fédérale de Lausanne EPFL Ecole polytechnique fédérale de Lausanne EPFL 2024-2025 Semestre automne H HIVER Autumn semester H Mineur en Data science MIN_DATA Data science minor MIN_DATA
optionnel optional
4 Cours Courses Heure(s) hebdo x 14 semaines Hour(s) per week x 14 weeks H hebdo H hebdo Urbanke Rüdiger 124369
Systèmes de communication SC Communication Systems SC
Gastpar Michael Christoph 122796
Systèmes de communication SC Communication Systems SC
2 Exercices Exercises Heure(s) hebdo x 14 semaines Hour(s) per week x 14 weeks H hebdo H hebdo Urbanke Rüdiger 124369
Systèmes de communication SC Communication Systems SC
Gastpar Michael Christoph 122796
Systèmes de communication SC Communication Systems SC
2720043663 Foundations of Data Science Foundations of Data Science 8
Ecrit Written Crédit Credits 8 Session hiver Session winter HIV HIV
Mineur en Science et ingénierie computationnelles, 2024-2025, Semestre automne Computational science and engineering minor, 2024-2025, Autumn semester Ecole polytechnique fédérale de Lausanne EPFL Ecole polytechnique fédérale de Lausanne EPFL 2024-2025 Semestre automne H HIVER Autumn semester H Mineur en Science et ingénierie computationnelles MIN_MA_CO Computational science and engineering minor MIN_MA_CO
optionnel optional
4 Cours Courses Heure(s) hebdo x 14 semaines Hour(s) per week x 14 weeks H hebdo H hebdo Urbanke Rüdiger 124369
Systèmes de communication SC Communication Systems SC
Gastpar Michael Christoph 122796
Systèmes de communication SC Communication Systems SC
2 Exercices Exercises Heure(s) hebdo x 14 semaines Hour(s) per week x 14 weeks H hebdo H hebdo Urbanke Rüdiger 124369
Systèmes de communication SC Communication Systems SC
Gastpar Michael Christoph 122796
Systèmes de communication SC Communication Systems SC
2720043663 Foundations of Data Science Foundations of Data Science 8
Ecrit Written Crédit Credits 8 Session hiver Session winter HIV HIV
Mineur en Science et ingénierie quantiques, 2024-2025, Semestre automne Minor in Quantum Science and Engineering, 2024-2025, Autumn semester Ecole polytechnique fédérale de Lausanne EPFL Ecole polytechnique fédérale de Lausanne EPFL 2024-2025 Semestre automne H HIVER Autumn semester H Mineur en Science et ingénierie quantiques MIN_SIQ Minor in Quantum Science and Engineering MIN_SIQ
optionnel optional
4 Cours Courses Heure(s) hebdo x 14 semaines Hour(s) per week x 14 weeks H hebdo H hebdo Urbanke Rüdiger 124369
Systèmes de communication SC Communication Systems SC
Gastpar Michael Christoph 122796
Systèmes de communication SC Communication Systems SC
2 Exercices Exercises Heure(s) hebdo x 14 semaines Hour(s) per week x 14 weeks H hebdo H hebdo Urbanke Rüdiger 124369
Systèmes de communication SC Communication Systems SC
Gastpar Michael Christoph 122796
Systèmes de communication SC Communication Systems SC
2720043663 Foundations of Data Science Foundations of Data Science 8
Ecrit Written Crédit Credits 8 Session hiver Session winter HIV HIV
BALISES_TEXTES BOOLEAN_Symbol BaliseJS_debut BaliseJS_fin Balise_debut Balise_fin FO_debut FO_fin HTML_debut HTML_fin JS_debut JS_fin BALISE_BOLD BOOLEAN_Symbol BaliseJS_debut \x5bb\x5d BaliseJS_fin \x5b\x2fb\x5d Balise_debut [b] Balise_fin [/b] FO_debut font-weight=bold FO_fin font-weight=normal HTML_debut <b> HTML_fin </b> JS_debut \x3cb\x3e JS_fin \x3c\x2fb\x3e BALISE_ITALIC BOOLEAN_Symbol BaliseJS_debut \x5bi\x5d BaliseJS_fin \x5b\x2fi\x5d Balise_debut [i] Balise_fin [/i] FO_debut font-style=italic FO_fin font-style=normal HTML_debut <i> HTML_fin </i> JS_debut \x3ci\x3e JS_fin \x3c\x2fi\x3e BALISE_RED BOOLEAN_Symbol BaliseJS_debut \x5bred\x5d BaliseJS_fin \x5b\x2fred\x5d Balise_debut [red] Balise_fin [/red] FO_debut color=#990033 FO_fin color=black HTML_debut <span style="color:#990033;"> HTML_fin </span> JS_debut \x3cspan style="color:#990033;"\x3e JS_fin \x3c\x2fspan\x3e BALISE_TAB BOOLEAN_Symbol BaliseJS_debut \x5btab\x5d BaliseJS_fin Balise_debut [tab] Balise_fin FO_debut [inline]=&#160;&#160;&#160;&#160;&#160;&#160;&#160;&#160; FO_fin HTML_debut <img src="/images/gestacplus/base/pixel.gif" width="40" height="1"/> HTML_fin JS_debut \x3cimg src="\x2fimages\x2fgestacplus\x2fbase\x2fpixel.gif" width="40" height="1"\x2f\x3e JS_fin BALISE_LIST BOOLEAN_Symbol BaliseJS_debut \x5bli\x5d BaliseJS_fin Balise_debut [li] Balise_fin FO_debut [inline]=&#x2022;&#160;&#160; FO_fin HTML_debut &#x2022;&#160;&#160; HTML_fin JS_debut \x26#x2022;\x26#160;\x26#160; JS_fin CODE5045487 BOOLEAN_Symbol BaliseJS_debut \x5b\x5d BaliseJS_fin Balise_debut [] Balise_fin FO_debut [inline]=&#160; FO_fin HTML_debut &#160; HTML_fin JS_debut \x26#160; JS_fin BALISE_GREEN BOOLEAN_Symbol BaliseJS_debut \x5bgreen\x5d BaliseJS_fin \x5b\x2fgreen\x5d Balise_debut [green] Balise_fin [/green] FO_debut color=#008000 FO_fin color=black HTML_debut <span style="color:#008000;"> HTML_fin </span> JS_debut \x3cspan style="color:#008000;"\x3e JS_fin \x3c\x2fspan\x3e CODE7508550 BOOLEAN_Symbol BaliseJS_debut \x5bblue\x5d BaliseJS_fin \x5b\x2fblue\x5d Balise_debut [blue] Balise_fin [/blue] FO_debut color=#0080FF FO_fin color=black HTML_debut <span style="color:#0080FF;"> HTML_fin </span> JS_debut \x3cspan style="color:#0080FF;"\x3e JS_fin \x3c\x2fspan\x3e BALISE_COURIER BOOLEAN_Symbol BaliseJS_debut \x5bcourier\x5d BaliseJS_fin \x5b\x2fcourier\x5d Balise_debut [courier] Balise_fin [/courier] FO_debut font-family=Courier FO_fin font-family= HTML_debut <font style="font-family:Courier;"> HTML_fin </font> JS_debut \x3cfont style="font-family:Courier;"\x3e JS_fin \x3c\x2ffont\x3e BALISE_SIZE20 BOOLEAN_Symbol BaliseJS_debut \x5b20\x5d BaliseJS_fin \x5b\x2f20\x5d Balise_debut [20] Balise_fin [/20] FO_debut font-size=20pt FO_fin font-size= HTML_debut <font style="font-size:20pt;"> HTML_fin </font> JS_debut \x3cfont style="font-size:20pt;"\x3e JS_fin \x3c\x2ffont\x3e BALISE_SIZE16 BOOLEAN_Symbol BaliseJS_debut \x5b16\x5d BaliseJS_fin \x5b\x2f16\x5d Balise_debut [16] Balise_fin [/16] FO_debut font-size=16pt FO_fin font-size= HTML_debut <font style="font-size:16pt;"> HTML_fin </font> JS_debut \x3cfont style="font-size:16pt;"\x3e JS_fin \x3c\x2ffont\x3e BALISE_SIZE12 BOOLEAN_Symbol BaliseJS_debut \x5b12\x5d BaliseJS_fin \x5b\x2f12\x5d Balise_debut [12] Balise_fin [/12] FO_debut font-size=12pt FO_fin font-size= HTML_debut <font style="font-size:12pt;"> HTML_fin </font> JS_debut \x3cfont style="font-size:12pt;"\x3e JS_fin \x3c\x2ffont\x3e BALISE_SIZE8 BOOLEAN_Symbol BaliseJS_debut \x5b8\x5d BaliseJS_fin \x5b\x2f8\x5d Balise_debut [8] Balise_fin [/8] FO_debut font-size=8pt FO_fin font-size= HTML_debut <font style="font-size:8pt;"> HTML_fin </font> JS_debut \x3cfont style="font-size:8pt;"\x3e JS_fin \x3c\x2ffont\x3e BALISE_BLACKBACK BOOLEAN_Symbol BaliseJS_debut \x5bblackback\x5d BaliseJS_fin \x5b\x2fblackback\x5d Balise_debut [blackback] Balise_fin [/blackback] FO_debut background-color=black FO_fin background-color=white HTML_debut <span style="background-color:black;"> HTML_fin </span> JS_debut \x3cspan style="background-color:black;"\x3e JS_fin \x3c\x2fspan\x3e BALISE_WHITE BOOLEAN_Symbol BaliseJS_debut \x5bwhite\x5d BaliseJS_fin \x5b\x2fwhite\x5d Balise_debut [white] Balise_fin [/white] FO_debut color=white FO_fin color=black HTML_debut <span style="color:white;"> HTML_fin </span> JS_debut \x3cspan style="color:white;"\x3e JS_fin \x3c\x2fspan\x3e CODE47534071 BOOLEAN_Symbol 1 BaliseJS_debut \x5bbeta\x5d BaliseJS_fin Balise_debut [beta] Balise_fin FO_debut [inline]=&#946; FO_fin HTML_debut &#946; HTML_fin JS_debut \x26#946; JS_fin CODE47534435 BOOLEAN_Symbol 1 BaliseJS_debut \x5balpha\x5d BaliseJS_fin Balise_debut [alpha] Balise_fin FO_debut [inline]=&#945; FO_fin HTML_debut &#945; HTML_fin JS_debut \x26#945; JS_fin CODE47551722 BOOLEAN_Symbol BaliseJS_debut \x5bsub\x5d BaliseJS_fin \x5b\x2fsub\x5d Balise_debut [sub] Balise_fin [/sub] FO_debut vertical-align=sub FO_fin vertical-align=baseline HTML_debut <sub> HTML_fin </sub> JS_debut \x3csub\x3e JS_fin \x3c\x2fsub\x3e CODE48535424 BOOLEAN_Symbol 1 BaliseJS_debut \x5bLAMBDA\x5d BaliseJS_fin Balise_debut [LAMBDA] Balise_fin FO_debut [inline]=&#923; FO_fin HTML_debut &#923; HTML_fin JS_debut \x26#923; JS_fin CODE48535666 BOOLEAN_Symbol 1 BaliseJS_debut \x5blambda\x5d BaliseJS_fin Balise_debut [lambda] Balise_fin FO_debut [inline]=&#955; FO_fin HTML_debut &#955; HTML_fin JS_debut \x26#955; JS_fin CODE47551793 BOOLEAN_Symbol BaliseJS_debut \x5bsup\x5d BaliseJS_fin \x5b\x2fsup\x5d Balise_debut [sup] Balise_fin [/sup] FO_debut vertical-align=super FO_fin vertical-align=baseline HTML_debut <sup> HTML_fin </sup> JS_debut \x3csup\x3e JS_fin \x3c\x2fsup\x3e CODE56031535 BOOLEAN_Symbol 1 BaliseJS_debut \x5bdelta\x5d BaliseJS_fin Balise_debut [delta] Balise_fin FO_debut [inline]=&#948; FO_fin HTML_debut &#948; HTML_fin JS_debut \x26#948; JS_fin CODE56073309 BOOLEAN_Symbol 1 BaliseJS_debut \x5bpi\x5d BaliseJS_fin Balise_debut [pi] Balise_fin FO_debut [inline]=&#960; FO_fin HTML_debut &#960; HTML_fin JS_debut \x26#960; JS_fin CODE56074095 BOOLEAN_Symbol 1 BaliseJS_debut \x5bDELTA\x5d BaliseJS_fin Balise_debut [DELTA] Balise_fin FO_debut [inline]=&#916; FO_fin HTML_debut &#916; HTML_fin JS_debut \x26#916; JS_fin CODE56074172 BOOLEAN_Symbol 1 BaliseJS_debut \x5bMU\x5d BaliseJS_fin Balise_debut [MU] Balise_fin FO_debut [inline]=&#924; FO_fin HTML_debut &#924; HTML_fin JS_debut \x26#924; JS_fin CODE56074264 BOOLEAN_Symbol 1 BaliseJS_debut \x5bPI\x5d BaliseJS_fin Balise_debut [PI] Balise_fin FO_debut [inline]=&#928; FO_fin HTML_debut &#928; HTML_fin JS_debut \x26#928; JS_fin CODE56074328 BOOLEAN_Symbol 1 BaliseJS_debut \x5bSIGMA\x5d BaliseJS_fin Balise_debut [SIGMA] Balise_fin FO_debut [inline]=&#931; FO_fin HTML_debut &#931; HTML_fin JS_debut \x26#931; JS_fin CODE56075056 BOOLEAN_Symbol 1 BaliseJS_debut \x5bALPHA\x5d BaliseJS_fin Balise_debut [ALPHA] Balise_fin FO_debut [inline]=&#913; FO_fin HTML_debut &#913; HTML_fin JS_debut \x26#913; JS_fin CODE56075186 BOOLEAN_Symbol 1 BaliseJS_debut \x5bBETA\x5d BaliseJS_fin Balise_debut [BETA] Balise_fin FO_debut [inline]=&#914; FO_fin HTML_debut &#914; HTML_fin JS_debut \x26#914; 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]=&#956; FO_fin HTML_debut &#956; 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]=&#963; FO_fin HTML_debut &#963; 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]=&#966; FO_fin HTML_debut &#966; 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]=&#934; FO_fin HTML_debut &#934; 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]=&#947; FO_fin HTML_debut &#947; 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]=&#915; FO_fin HTML_debut &#915; 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]=&#969; FO_fin HTML_debut &#969; 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]=&#937; FO_fin HTML_debut &#937; 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]=&#951; FO_fin HTML_debut &#951; 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]=&#919; FO_fin HTML_debut &#919; 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]=&#968; FO_fin HTML_debut &#968; 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]=&#936; FO_fin HTML_debut &#936; 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]=&#961; FO_fin HTML_debut &#961; 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]=&#929; FO_fin HTML_debut &#929; 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]=&#949; FO_fin HTML_debut &#949; 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]=&#x203A;&#160;&#160; FO_fin HTML_debut &#x203A;&#160;&#160; 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]=&#917; FO_fin HTML_debut &#917; 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 2720043663 Foundations of Data Science Foundations of Data Science anglais Urbanke Rüdiger 124369 Gastpar Michael Christoph 122796 3063274035