Parallel and distributed processing

Parallel and distributed processing

1.

Subject title

Parallel and distributed processing

Паралелно и дистрибуирано процесирање

2.

Code

F23L3W037

3.

Study program

Примена на информациски технологии, Софтверско инженерство и информациски системи, Компјутерско инженерство, Интернет, мрежи и безбедност, Информатичка едукација, Software engineering and information systems, Примена на информациски технологии, Софтверско инженерство и информациски системи, Компјутерско инженерство, Интернет, мрежи и безбедност, Software engineering and information systems, Компјутерски науки, Стручни студии за програмирање, Стручни студии за програмирање, Компјутерски науки, Cloud Computing, Bioinformatics,

4.

Organizer of the study program (unit, institute, department, division)

Faculty of Information Sciences and Computer Engineering

5.

Study cycle (first, second, third)

Прв циклус

6.

Academic year / semester

3 / Зимски

7. Number of ECTS credits

6.0

8.

Instructor

проф. д-р Магдалена Костоска Ѓорчевска проф. д-р Марјан Гушев ворн. проф. д-р Владимир Здравески

9.

Prerequisites for enrollment

Алгоритми и податочни структури или Примена на алгоритми и податочни структури

10.

Subject goals and competencies:


The aim of the course is to let students master the methods of parallel and distributed processing, the possibilities for parallelization of a sequential program, distributed processing of a large number of data and the problems that have to be solved with in that process

11.

Subject content:


(1) Introduction (1) Enabling technologies and distributed system models (1) Basic concepts of parallel and distributed architectures (1) Parallel communications (1) Parallel algorithms (2) Clusters (1) Grids (1) Big data and distributed file systems (2) MapReduce concepts and implementations (Hadoop) (1) Cloud computing - support for parallel and distributed processing

12.

Learning methods:


Предавања поддржани со презентации преку слајдови, интерактивни предавања, вежби (користење на опрема и софтверски пакети), тимска работа, пример случаи, поканети гости предавачи, самостојна изработка и одбрана на проектна задача и семинарска работа, учење во електронско опкружување (форуми, консултации).

13.

Total available time fund

6.0 ECTS x 30 hours = 180 hours

14.

Time distribution

30 + 45 + 15 + 15 + 75 = 180 hours

15.

Forms of teaching activities

15.1.

Lectures - theoretical teaching

30 hours

15.2.

Exercises (laboratory, classroom), seminars, team work

45 hours

16.

Other forms of activities

16.1.

Project tasks

15 hours

16.2.

Independent tasks

15 hours

16.3.

Homework

75 hours

17.

Grading method

17.1.

Tests

10 points

17.2.

Seminar work / project (presentation: written and oral)

15 points

17.3.

Activities and learning

10 points

17.4.

Final exam

70 points

18.

Grading criteria (points / grade)

up to 50 points

5 (five) (F)

from 51 to 60 points

6 (six) (E)

from 61 to 70 points

7 (seven) (D)

from 71 to 80 points

8 (eight) (C)

from 81 to 90 points

9 (nine) (B)

from 91 to 100 points

10 (ten) (A)

19.

Condition for signature and taking final exam

Реализирани активности 15.2 и 16.1

20.

Language of instruction

Македонски и англиски

21.

Quality assurance method

механизам на интерна евалуација и анкети

22.

Literature

22.1.

Mandatory literature

No.

Author

Title

Publisher

Year

4681

K. Hwang, G. Fox and J. Dongarra

Distributed and Cloud Computing

Morgan Kaufmann

2011

4682

Andrew S. Tanenbaum

Distributed Systems: Principles and Paradigms”

Prentice Hall

2007

4683

T. Rauber, G. Runger

Parallel Programming for Multicore and Cluster Systems

Springer

2009

4684

Holden Karau, Andy Konwinski, Patrick Wendell, Matei Zaharia

Learning Spark: Lightning-Fast Big Data Analysis

O`Reilly

2015

4685

Donald Miner, Adam Shook

MapReduce Design Patterns

O`Reilly

2013

4686

Kai Hwang, Jack Dongarra,‎ Geoffrey C. Fox

Distributed and Cloud Computing: From Parallel Processing to the Internet of Things

Morgan Kaufman

2013

22.2.

Additional literature

No.

Author

Title

Publisher

Year