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Third Semester

The third semester (first semester of the second year, October - January) is composed of a 12 week academic program composed of 30 ECTS from one of the specialized programs.

Class schedules may be found at Grenoble INP ADE Site

The specialized programs include 18 ECTS in one of the following areas plus 12 ECTS chosen among the optional courses (all areas):

Advanced Information Systems and Software Engineering - Artificial Intelligence and the Web - Data Science - Graphics, Vision and Robotics - High-confidence Embedded and Cyberphysical Systems - Parallel, Distributed Systems - Ubiquitous and Interactive Systems

Updated course contents for (almost) all classes can be found on the new UGA Course Catalog

These specialities are described as follows:

Advanced Information Systems and Software Engineering

The academic program for Advanced Information Systems and Software Engineering is composed of 18 ECTS of technical courses plus 12 ECTS of optional courses (within and without the specialization).

Course titleECTS credits
Architecture: Components and Services3
Data Management in Large-scale Distributed Systems3
Requirements Engineering3
Model Driven Engineering3
Verification and Test Theories3
Process Engineering (Title To be confirmed)3

Optional Courses proposed within the specialization

Course titleECTS credits
Spatio Temporal Information Processing3
Software mining and re-engineering3
Engineering Human Computer Interaction6
Scientific Methodology and Performance Evaluation3

Artificial Intelligence and the Web

The academic program for Artificial Intelligence and the Web is composed of 18 ECTS of technical courses plus 12 ECTS of optional courses (within and without the specialization).

Course titleECTS credits
Knowledge Representation and Reasoning6
Machine Learning Fundamentals3
Semantic Web: from XML to OWL6
Advanced Algorithms for Machine Learning and Data Mining3

Optional Courses proposed within the specialization

Course titleECTS credits
Information Retrieval and Access (even years; 2016, 2018, ...)3
Technology for Human Learning (even years; 2016, 2018, ...)3
Natural Language and Speech Processing (odd years; 2017, 2019, ...)3
Multi-Agent Systems (odd years; 2017, 2019, ...)3
Information Visualization3

Data Science

The academic program for Data Science is composed of 24 ECTS of technical courses plus 6 ECTS of optional courses. The specialization is a common track with the MSIAM program and is both research and industry-oriented.

Course titleECTS credits
High Performance Computing with mathematical models3
Distributed System Concepts3
Large-scale data management3
Convex and distributed optimization3
Machine Learning Fundamentals3
Advanced Learning Models3
Fundamentals of probabilistic data mining3
Advanced algorithms for data mining and machine learning3

Optional Courses - Choose 6 ECTS

Course titleECTS credits
Information visualisation3
Computational biology3
Stochastic modeling for neuro-sciences3
Time Series Analysis3
Information access and retrieval3
Category Learning and Object Recognition3
Software Development Tools and Methods3

Graphics, Vision and Robotics

The academic program for Graphics, Vision and Robotics is composed of 18 ECTS of technical courses plus 12 ECTS of optional courses.

Course titleECTS credits
Computer Graphics II6
Computer Vision6
Autonomous Robotics6

Optional Courses proposed within the specialization

Course titleECTS credits
Scientific Methodology and Performance Evaluation3
Category Learning and Object Recognition3
Computational Geometry3
Medical Imaging, Simulation and Robotics3
Machine Learning Fundamentals3
Human Centered Interaction6

High-confidence Embedded and Cyberphysical Systems

The academic program for High-confidence Embedded and Cyberphysical Systems is composed of 18 ECTS of technical courses plus 12 ECTS of optional courses.

Course titleECTS credits
Analysis and verification of sequential programs6
Modeling and analysis of concurrent systems6
Performance and quantitative properties6

Optional Courses proposed within the specialization

Course titleECTS credits
High-confidence design: Industrial needs and processes6
Software security, secure programming, and computer forensic3
Requirements Engineering3
Scientific Methodology and Performance Evaluation3

Parallel, Distributed and Embedded Systems

The academic program for Parallel, Distributed and Embedded Systems is composed of 18 ECTS of technical courses plus 12 ECTS of optional courses.

Course titleECTS credits
Parallel Systems6
Advanced Operating Systems6
Introduction to Distributed Systems3
Wireless Networks3

Optional Courses proposed within the specialization

Course titleECTS credits
Scientific Methodology and Performance Evaluation3
Embedded Systems3
Security and Privacy3
Machine Learning Fundamentals3

Ubiquitous and Interactive Systems

The academic program for Ubiquitous and Interactive Systems is composed of 18 ECTS of technical courses plus 12 ECTS of optional courses.

Course titleECTS credits
Human Centered Interaction6
Engineering Human Computer Interaction6
Information Visualisation3
Scientific Methodology and Performance Evaluation3

Optional Courses proposed within the specialization

Course titleECTS credits
Computer Vision6
Machine Learning Fundamentals3
Technology for Human Learning3
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