Phelma Formation 2022

Master TSI SIGMA - Semester 9

Curriculum->Master TSI SIGMA->Semester 9

Courses and group of courses name

ECTS

hours per student

SEMESTER 9 MASTER TSI SIGMA 26.0 253.8
- Complementary teachings S9 0.0 4.0
- Amphitheatre - Recruitment interview - HP5SIMUENT_3A 0.0 4.0
- TU Advanced tools and methods 6.0 55.0
- Bayesian methods for data image analysis - WPMTBMD7 2.0 19.0
  Convex Optimisation - WPMTCOP0 2.0 18.0
  Factorization of multidimensional observation - WPMTFMO7 2.0 18.0
- TU Fundamentals of signal, image, and information 6.0 58.0
- 5PMSDET0 : Detection estimation - WPMTDDE0 2.0 20.0
  5PMSAIS1 : Image Analysis and Segmentation - WPMTDIA0 2.0 20.0
  5PMSAST6 : Machine Learning - WPMTDML0 2.0 18.0
- UE Project-Deep learning 6.0 47.3
- - Elective courses (choice of 1 child element) 4.0 21.3
  - 5PMSPAM1 : Project : Processing on GPU-FPGA (Image) - WPMTDPA2 4.0 0.0
    5PMSPSL1 : Project : Digital Signal Processing - WPMTDPS2 4.0 0.0
    Data Challenge - WPMTPWS7 4.0 0.0
- - Mandatory Courses 2.0 26.0
  - 5PMSDL20 : Deep learning - WPMTDLE4 0.0 6.0
    5PMSTST5 : Real Time Signal Processing - WPMTTST4 2.0 20.0

Block UE Customized curriculum (choice of 1 child element) 2.0 23.5

TU Management and language 4.0 47.0

(choice of 1 child element) 2.0 16.0

Business model and transition - 5PMCBMTR	2.0	16.0
Stress and emotion management - 5PMCSMEA	2.0	16.0
Quality and Regulatory affairs for Medical Devices industry (priority for BIOMED and M2 NBS students) - 5PMCSMEB	2.0	16.0
Economy and society : social issues - 5PMCSMED	2.0	16.0
Quality - 5PMCSMEE	2.0	16.0
Legal aspect - 5PMCSMEF	2.0	16.0

- Languages block (choice of 1 child element) 2.0 31.0
- 5PMCANG0 : English or other language - WPMCDAN9 2.0 12.0
  French Language - WPMCFLE3 2.0 50.0

- Choose Option SIGMA : SIC or IMM (choice of 1 child element) 6.0 66.0
- - EEH path (Energy, Environment & Health) (choice of 1 child element) 6.0 66.0
  - - TU Geo-science and environment 6.0 72.0
    - 5PMSHIA0 : Hyperspectral imaging - WPMTDHI0 2.0 24.0
      5PMSSIR0 : Télédétection - WPMTDSI0 2.0 24.0
      5PMSDSG0 : Data science geo-sciences - WPMTDSM0 2.0 24.0
  - - TU Monitoring and Diagnostics (Energy and health) 6.0 60.0
    - 5PMSBNI7 : Bio and neuro imaging methods - WPMTDBN0 2.0 20.0
      5PMSEMD0 : Energy Monitoring and Diagnostics - WPMTDEM0 2.0 6.0
      5PMSRSM6 : Signal Representations and Models - WPMTDSR0 2.0 20.0
- - IMMAC path (Image, Multimedia, Audio & Communication (choice of 1 child element) 6.0 66.0
  - - UE Audio and Multimedia (SIGMA) 6.0 60.0
    - 5PMSPAR0 : Speech Processing - WPMTDTP0 2.0 20.0
      5PMSMMM3 : Multimedia, Multimodality, Multisensoriality Indexation Multimédia - WPMTMMM3 2.0 20.0
      5PMSTTA2 : Audio Processing - WPMTTTA2 2.0 20.0
  - - UE Image, coding and Communications 6.0 72.0
    - 5PMSCSF0 : Wireless Communnications - WPMTDCF0 2.0 20.0
      5PMSSCC6 : Signal and Coding for Communications - WPMTDSC0 2.0 32.0
      5PMSIVV3 : Image, Video and Computer Vision - WPMTIVV3 2.0 20.0

Update - 06/10/2025

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https://phelma.grenoble-inp.fr/en/studies/master-tsi-sigma-semester-9