Courses – Fakultet tehničkih nauka u Novom Sadu

Subject: Selected Topics from High Performance Computing and Its Applications in Data Science (17.DRNI22)

Type of studies	Title
Doctoral Academic Studies	Computing and Control Engineering (Year: 2, Semester: Winter)
Doctoral Academic Studies	Computing and Control Engineering (Year: 2, Semester: Winter)

General information:

Category	Scientific-professional
Scientific or art field	Applied Computer Science and Informatics
ECTS	10

Acquiring advanced knowledge in the area of high performance computing and its applications in data science.

Enabling students to analyse existing approaches and solutions in the area of high performance computing, as well as introducing them to various applications of the state-of-the-art high performance computing methods for solving problems in data science.

Modern approaches and methods in high performance computing. Modern heterogeneous processors and their programming. Performing general purpose algorithms on graphics processing units (GPGPU).Modern approaches and methods for storage and analysis of large datasets using high performance computer systems. Applications of high performance computing in data science – generating knowledge, visualization, simulation. Independent scientific research study in the field of high performance computing. Analysis and active use of primary scientific resources.

Forms of teaching activities are: lectures, research work, project development, and consultations. Throughout the whole teaching process, students are encouraged to perform intensive communication, critical thinking, independent research work, and active participation in teaching activities. Students are obliged to do the project alone. Writing a research paper is recommended and encouraged.

Authors	Title	Year	Publisher	Language
Provost, F., Fawcett, T.	Data Science for Business: What You Need to Know about Data Mining and Data-Analytic Thinking	2013	O’Reilly Media, Sebastopol	English
J. Cheng, M. Grossman, T. McKercher	Professional CUDA C Programming	2014	Wrox Press	English
Eijkhout, V.	Introduction to High Performance Scientific Computing	2015	Lulu	English
N. Matloff	Parallel Computing for Data Science: With Examples in R, C++, and CUDA	2015	Chapman&Hall/CRC	English