Data Science and Engineering

DATA SCIENCE AND ENGINEERING

Responsibles

This program is designed for students who have a strong interest in data analysis, both from a theoretical and practical point of view, and who want to develop their skills in using methods and tools that play an essential role in various scientific and engineering fields, and are in great demand in many industrial sectors.

The interpretation of "data science" in this program is that of an interdisciplinary track, merging contributions from computer science and statistics, and addressing numerous applied problems. In addition to its importance in scientific research and in many industries, the study of data analysis comes with its own challenges, such as the development of methods, algorithms and ultimately computer programs for making reliable inferences from vast amounts of highdimensionaland heterogeneous data. As a consequence, the Data Science and Engineering program is centered around statistics and machine learning, the disciplines to develop and understand data analysis algorithms, and the systems that allow storing and processing data.

Through the program, students will learn basic theoretical frameworks and apply statistics and

machine learning methods to many problems of interest, as well as develop the computer science skills required to understand, operate and extend data management and large scale distributed systems. Theoretical lectures are intertwined with many practical laboratory sessions, using sophisticated and unique tools such as the Eurecom Cloud Computing platform, and many different modern parallel processing and storage systems and software, such as Hadoop MapReduce, Apache Spark, Apache Spark MLLib, R, scikit, and many more.

Ultimately, students will also develop "domain knowledge" by following lectures in which examples of data analysis problems include analyzing massive quantities of text and images, modeling computer systems threats and evaluating the efficacy of countermeasures, forecasting human behavior when using mobile.

 

MANDATORY CoursES

Fall Spring
T DBSys Database Management System Implementation 5
T MALIS Machine Learning and Intelligent System 5
T Clouds Distributed Systems and Cloud Computing 5
T DeepLearning Deep Learning 3
T ASI Advanced Statistical Inference 5
T AML Algorithmic Machine Learning 3

FREE CoursES

Fall Spring
T BigSec Security and privacy for Big Data and Cloud 3
T Net_Prog Hands on approach to computer networking 5
G RDI Responsible Digital Innovation: Risks, Ethics and Technology 3
G B_INNOV How to adopt the right posture and move from idea to market! 5
T MobiSec Mobile Systems and Smartphone Security 3
T ATWireless Advanced topics in wireless communications 5
T CompArch Computer architecture 5
T DigiCom Digital communications 5
T InfoTheo Information theory 5
G ManagIntro Introduction to management 5
T MathEng Essential Mathematical Methods for Engineers 3
T MobCom Mobile communication techniques 5
T MobServ Mobile application and services 5
T MobSys Mobile communication systems 5
T STATS Foundations of Statistical Inference 3
T OS Operating systems 5
T SysSec System and Network Security 5
T SoftDev Software development methodologies 3
T WiSec Wireless Security 3
T ImCod Image & Video Compression 3
T NetMod Network Modeling 5
T ImProc Digital Image Processing 3
T Optim Optimization Theory with Applications 3
T SecCom Secure communications 5
T SSP Statistical signal processing 5
G TeamLead Personal Development and Team Leadership 5
T WebInt Interaction Design and Development of Modern Web Applications 3
T UMLEmb Designing embedded systems with UML 3
T MobWat Wireless Access Technologies 3
T Net_Sec Network Security: practical hands on approach" 3
T SP4COM Signal Processing for Communications 5
T FormalMet FormalMethods-Formal specification and verification of systems 3
T Radio Radio engineering 5
T CompMeth Computational Methods for digital communications 5
G Business Business Simulation 5
G ProjMan Project management 5
G SATT Sociological Approaches of Telecom Technologies 3
T MobAdv Mobile Advanced Networks 3
T NetSoft Network Softwerization 3
T ImSecu Imaging Security 3
T DigitalSystems Digital systems, hardware - software integration 5
T 3DGraph 3-D and virtual imaging (analysis and synthesis) 5
T Speech Speech and audio processing 3
T WebSem Semantic Web and Information Extraction technologies 3
T Forensics Cyber-crime and Computer Forensics 5
T APPIOT Iot Application Protocols 3
T ProtIOT Iot Communication Protocols 3
G TeamLead Personal Development and Team Leadership 5
T MALCOM Machine Learning for Communication systems 5
T HWSec Hardware Security 3