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Informatique et Mathématiques appliquées
Une voie, plusieurs choix

> Formation > Cursus ingénieur

Information access & retrieval - WMM9MO23

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  • Number of hours

    • Lectures : 18.0
    • Tutorials : -
    • Laboratory works : -
    • Projects : -
    • Internship : -
    • Written tests : -
    ECTS : 3.0
  • Officials : Georges QUENOT

Goals

This course addresses advanced aspects of information access and retrieval, focusing on several points: models (probabilistic, vector-space and logical), multimedia indexing, web information retrieval, and their links with machine learning. Each part is illustrated on examples associated with different applications.

Content

Part I. Foundations of Information Retrieval

Course 1: Information retrieval basics.
Course 2: Classical models for information retrieval.
Course 3: Natural language processing for information retrieval.
Course 4: Theoretical models for information retrieval.

Part II: Web and social networks

Course 5: Web information retrieval and evaluation.
Course 6: Social networks and information retrieval.
Course 7: Personalized and mobile information retrieval.
Course 8: Recommender systems.

Part III: Multimedia indexing and retrieval

Course 9: Visual content representation and retrieval.
Course 10: Classical machine Learning for multimedia indexing.
Course 11: Deep learning for information retrieval.
Course 12: Deep learning for multimedia indexing and retrieval.

Prerequisites

This course requires basic knowledge of probability and integration theory, of linear algebra and of differential calculus.

Tests

EXAM1: Written examination
EXAM2: Oral or written examination

N1 = EXAM1
N2 = EXAM2

The exam is given in english only FR

Calendar

The course exists in the following branches:

  • Curriculum - Master 2 in Computer Science - Semester 9 (this course is given in english only EN)
  • Curriculum - Master 2 in Computer Science - Semester 9 (this course is given in english only EN)
  • Curriculum - Master 2 in Applied Mathematics - Semester 9 (this course is given in english only EN)
  • Curriculum - Master 2 in Computer Science - Semester 9 (this course is given in english only EN)
see the course schedule for 2020-2021

Additional Information

Course ID : WMM9MO23
Course language(s): FR

You can find this course among all other courses.

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Date of update January 15, 2017

Université Grenoble Alpes