Course Name

Advanced Computational Science based on HPC

Summary

Lecture Objectives

• 텯ased on the introduction of computational science, this course aims to acquire practical problem solving in research in various fields using HPC such as nuclear and particle physics, astrophysics, nano, and bio science. 톂he main content is to learn how to derive research results by processing and analyzing data using computational science methodologies for various scientific and engineering fields such as nuclear and particle physics, astrophysics, nano, and bio science.

Course Name

Data Visualization for Big Data

Summary

Lecture Objectives

• Education on Visulaization of bin-data analysis results in computational science

Course Name

Advanced Machine Learning for Big Science

Summary

Lecture Objectives

• 톂his class introduces the cutting-edge theories and methods of machine learning for large-scale scientific data produced in various advanced research fields. 톂hrough this class, students will practice various machine learning techniques on actual data from major scientific fields such as high energy physics, astrophysics, nanoscience, biomedical science, process engineering, and sensors.

Course Name

Data Processing for Big Science

Summary

Lecture Objectives

• 톂his class introduces the cutting-edge methods for processing and analyzing large-scale scientific data produced in various advanced research fields. 톂o this end, actual data from major scientific fields such as high energy physics, astrophysics, nanoscience, biomedical science, process engineering, and sensors will be provided.

Course Name

Distributed and High Performance Data Analysis Machine Learning

Summary

Lecture Objectives

• Large-scale parallel data analysis and machine learning based on ultra-high-performance computing

Course Name

Advanced High-performance Networking and Security

Summary

Lecture Objectives

• 톂his class studies Internet protocols and structures, advanced network engineering and management technologies, quantum cryptographic communication technologies for high-performance networking in HPC environments and the main types and characteristics of cyber threats happened on actually in the Internet in recent years, and various network security technologies to respond them. 톂he main topics are the latest congestion control technology, data center networking, SDN, advanced network management technology, quantum cryptographic communication, APT attack, ransomware, smishing, phishing, security control, security data collection/analysis/detection/response technology, etc.

Course Name

Introduction of Digital Health & Bio Data Analysis

Summary

Lecture Objectives

• Introduction of big-data in biomedical data and electronic medical records using data mining technology

Course Name

Computational Science based on HPC for Big Data

Summary

Lecture Objectives

• Performance Computing-based Scientific fields (nano, physics, astronomical, bio, chemical, mechanical) analysis theories.

Course Name

Advanced Numerical Analysis

Summary

Lecture Objectives

• 톂his course introduces mathematical discretization methods and programming techniques to simulate various phenomena in the field of science and engineering with computers. 톂he main content is to learn particle and lattice modeling for analysis, construction of governing equations, iterative calculations to obtain solutions, statistical post-processing and visualization methods for the obtained solutions.

Course Name

Computer Networking and White Hacking

Summary

Lecture Objectives

• Computer networking, security, theory and skills