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