Master’s in Data Science

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The Data Science Specialisation aims to train high-level professionals capable of designing, building and deploying infrastructures and systems responsible for collecting, storing, analysing and interpreting diverse data in a meaningful way, with a view to generating appropriate responses in real time within heterogeneous and evolving application contexts.

Semester 3

Teaching Unit (UE) Reference ECTS ECs
Option: OPT-SD21-GM (OPT-SID21-GM)
EC Name LMD Level Period Language Ref. Hours
Knowledge of the Company
L1 L2 L3 M1 M2
FR M21-SID3-CEIP —
Master’s in Data Science / Semester 3 / UE UE-SID21-CEIP
EC Name LMD Level Period Language Ref. Hours
High-Performance Computing
L1 L2 L3 M1 M2
FR M21-SID3-HPC —
Master’s in Data Science / Semester 3 / UE UE-SID21-HPC
EC Name LMD Level Period Language Ref. Hours
English
L1 L2 L3 M1 M2
FR M21-SID3-ENG —
Master’s in Data Science / Semester 3 / UE UE-SID21-LANGUES
EC Name LMD Level Period Language Ref. Hours
Advanced Image Processing
L1 L2 L3 M1 M2
FR M21-SID3-AIP —
Advanced Deep Learning
L1 L2 L3 M1 M2
FR M21-SID3-DLA 21,00h
Machine Learning on Graphs
L1 L2 L3 M1 M2
FR M21-SID3-ML-GRAPH —
Machine Learning on Sequences
L1 L2 L3 M1 M2
FR M21-SID3-ML-SEQ —
Advanced Machine Learning
L1 L2 L3 M1 M2
FR M21-SID3-MLA —
Reinforcement learning
L1 L2 L3 M1 M2
FR M21-SID3-RL —
Master’s in Data Science / Semester 3 / UE UE-SID21-MLAI1-GM
EC Name LMD Level Period Language Ref. Hours
State-of-the-Art Analysis
L1 L2 L3 M1 M2
FR M21-SID3-ST-ART-AN —
Master’s in Data Science / Semester 3 / UE UE-SID21-ST-ART-AN
Option: OPT-SD21-ITI-SC_DATA_DESCRIPTION (OPT-SID21-ITI-ML)
EC Name LMD Level Period Language Ref. Hours
Knowledge of the Company
L1 L2 L3 M1 M2
FR M21-SID3-CEIP —
Master’s in Data Science / Semester 3 / UE UE-SID21-CEIP
EC Name LMD Level Period Language Ref. Hours
High-Performance Computing
L1 L2 L3 M1 M2
FR M21-SID3-HPC —
Master’s in Data Science / Semester 3 / UE UE-SID21-HPC
EC Name LMD Level Period Language Ref. Hours
English
L1 L2 L3 M1 M2
FR M21-SID3-ENG —
Master’s in Data Science / Semester 3 / UE UE-SID21-LANGUES
EC Name LMD Level Period Language Ref. Hours
Advanced Deep Learning
L1 L2 L3 M1 M2
FR M21-SID3-DLA 21,00h
Machine Learning on Graphs
L1 L2 L3 M1 M2
FR M21-SID3-ML-GRAPH —
Machine Learning on Sequences
L1 L2 L3 M1 M2
FR M21-SID3-ML-SEQ —
Advanced Machine Learning
L1 L2 L3 M1 M2
FR M21-SID3-MLA —
Reinforcement learning
L1 L2 L3 M1 M2
FR M21-SID3-RL —
Master’s in Data Science / Semester 3 / UE UE-SID21-MLAI-1-ML
EC Name LMD Level Period Language Ref. Hours
State-of-the-Art Analysis
L1 L2 L3 M1 M2
FR M21-SID3-ST-ART-AN —
Master’s in Data Science / Semester 3 / UE UE-SID21-ST-ART-AN
Option: OPT-SD21-ITI-Intelligent Perception (OPT-SID21-ITI-VISION)
EC Name LMD Level Period Language Ref. Hours
Knowledge of the Company
L1 L2 L3 M1 M2
FR M21-SID3-CEIP —
Master’s in Data Science / Semester 3 / UE UE-SID21-CEIP
EC Name LMD Level Period Language Ref. Hours
High-Performance Computing
L1 L2 L3 M1 M2
FR M21-SID3-HPC —
Master’s in Data Science / Semester 3 / UE UE-SID21-HPC
EC Name LMD Level Period Language Ref. Hours
English
L1 L2 L3 M1 M2
FR M21-SID3-ENG —
Master’s in Data Science / Semester 3 / UE UE-SID21-LANGUES
EC Name LMD Level Period Language Ref. Hours
Advanced Image Processing
L1 L2 L3 M1 M2
FR M21-SID3-AIP —
Advanced Deep Learning
L1 L2 L3 M1 M2
FR M21-SID3-DLA 21,00h
Machine Learning on Graphs
L1 L2 L3 M1 M2
FR M21-SID3-ML-GRAPH —
Machine Learning on Sequences
L1 L2 L3 M1 M2
FR M21-SID3-ML-SEQ —
Advanced Machine Learning
L1 L2 L3 M1 M2
FR M21-SID3-MLA —
Reinforcement learning
L1 L2 L3 M1 M2
FR M21-SID3-RL —
Master’s in Data Science / Semester 3 / UE UE-SID21-MLAI-VISION
EC Name LMD Level Period Language Ref. Hours
State-of-the-Art Analysis
L1 L2 L3 M1 M2
FR M21-SID3-ST-ART-AN —
Master’s in Data Science / Semester 3 / UE UE-SID21-ST-ART-AN

Semester 4

Teaching Unit (UE) Reference ECTS ECs
Option: OPT-M-SD22-GM (OPT-M-SID22-GM)
EC Name LMD Level Period Language Ref. Hours
Computer Vision
L1 L2 L3 M1 M2
FR M22-SID4-CV —
Set of Classifiers
L1 L2 L3 M1 M2
FR M22-SID4-EC —
Interaction Data Analysis
L1 L2 L3 M1 M2
FR M22-SID4-IDA —
Image Retrieval
L1 L2 L3 M1 M2
FR M22-SID4-IMR —
Information Retrieval
L1 L2 L3 M1 M2
FR M22-SID4-INR —
Medical Image Analysis
L1 L2 L3 M1 M2
FR M22-SID4-MIA —
Natural Language Processing
L1 L2 L3 M1 M2
FR M22-SID4-NLP 3,00h
Master’s in Data Science / Semester 4 / UE UE-SID22-MLAI2
UE2-SD22-Research Project UE-SID22-RP 3 0
UE3-SD22-TRAINING-Period UE-SID22-TRAINING-P 15 0
Option: OPT-M-SD22-ITI-ML (OPT-M-SID22-ITI-ML)
EC Name LMD Level Period Language Ref. Hours
Computer Vision
L1 L2 L3 M1 M2
FR M22-SID4-CV —
Set of Classifiers
L1 L2 L3 M1 M2
FR M22-SID4-EC —
Interaction Data Analysis
L1 L2 L3 M1 M2
FR M22-SID4-IDA —
Image Retrieval
L1 L2 L3 M1 M2
FR M22-SID4-IMR —
Information Retrieval
L1 L2 L3 M1 M2
FR M22-SID4-INR —
Medical Image Analysis
L1 L2 L3 M1 M2
FR M22-SID4-MIA —
Natural Language Processing
L1 L2 L3 M1 M2
FR M22-SID4-NLP 3,00h
Master’s in Data Science / Semester 4 / UE UE-SID22-MLAI2
UE2-SD22-Research Project UE-SID22-RP 3 0
UE3-SD22-TRAINING-Period UE-SID22-TRAINING-P 15 0
Option: OPT-M-SD22-ITI-VISION (OPT-M-SID22-ITI-VISION)
EC Name LMD Level Period Language Ref. Hours
Computer Vision
L1 L2 L3 M1 M2
FR M22-SID4-CV —
Set of Classifiers
L1 L2 L3 M1 M2
FR M22-SID4-EC —
Interaction Data Analysis
L1 L2 L3 M1 M2
FR M22-SID4-IDA —
Image Retrieval
L1 L2 L3 M1 M2
FR M22-SID4-IMR —
Information Retrieval
L1 L2 L3 M1 M2
FR M22-SID4-INR —
Medical Image Analysis
L1 L2 L3 M1 M2
FR M22-SID4-MIA —
Natural Language Processing
L1 L2 L3 M1 M2
FR M22-SID4-NLP 3,00h
Master’s in Data Science / Semester 4 / UE UE-SID22-MLAI2
UE2-SD22-Research Project UE-SID22-RP 3 0
UE3-SD22-TRAINING-Period UE-SID22-TRAINING-P 15 0