Artificial intelligence for data science

Catalogue des cours de Télécom SudParis

Code

IGSE SIC 7002

Niveau

MSc

Graduate

PostGraduate

Semestre

Spring

Domaine

Signal et Communications

Programme

Master of Science

Langue

Anglais/English

Crédits ECTS

4

Heures programmées

36

Charge de travail

90

Coordonnateur(s)

Département

  • Electronique et Physique

Organisation

Cours/TD/TP/projet/examen : 54

Acquis d'apprentissage

- To acquire a global systemic view of automatic data processing, across the different steps composing any real operational system: data acquisition via sensors, data pre-processing, feature extraction, data modelling, match of sensed data to reference data stored in a large database, use of decision parameters for data final classification;
- To apprehend the systemic vision regarding adverse conditions in case of real operational use of a system: system robustness to noise, system robustness to attacks, system time response, system reliability;
- To apprehend the systemic vision for access control and its security (Smart card, centralized servers, transactions security, biometric data protection);
- To know the main applications of concepts and tools of Pattern Recognition, Multimedia Signal acquisition, Multimodal Fusion and Decision assistance;
- To acquire knowledge of the industrial actors who develop these techniques in the frame of their professional applications or their mass-market products;
- To measure the benefits and limits of these techniques through their current industrial applications;
- To know end-user needs and constraints (e-government, public organisations, hospitals, etc.) interested by future application of these systems, but also their current solutions.

Compétences CDIO

  • 1.1 - Knowledge of basic science including mathematics and others
  • 2.2 - Experimentation, investigation and knowledge discovery
  • 2.3 - System thinking
  • 3.2.3 - Written Communication
  • 3.2.6 - Oral Presentations

Prérequis

- Pattern recognition techniques, knowledge in signal and image processing

Mots-clés

Operational system, Signal processing, Image processing, Pattern Recognition, Global Systemic Approach, Embedded processing, Security, Systems Robustness.

Contenu

- Presentations performed by Industrial actors particularly in the areas of Biometrics, Telemedicine, Data Security and Neuroscience.
- Conferences on current applications in such areas by End-users, public or private Organisations (Governments, Airports among others) and Hospitals (AP-HP, SAMU-92, CHU-Toulouse…).
- Introduction to market trends concerning these ICT applications in the areas of security and Telemedicine.
- Ethical and legal aspects: International and European legislations (personal data protection).

Evaluation

Mark 1 = written evaluation
Mark 2 = oral presentation
Final mark = 50 % Mark 1 + 50 % Mark 2

Fiche mise à jour le 02/08/2018