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Discipline ID
bf91b86a-62db-4996-b583-29c1ffe6e71e

COURSE DETAIL

DEEP LEARNING AND ITS APPLICATIONS
Country
Korea, South
Host Institution
Yonsei University
Program(s)
Yonsei University
UCEAP Course Level
Upper Division
UCEAP Subject Area(s)
Computer Science
UCEAP Course Number
128
UCEAP Course Suffix
UCEAP Official Title
DEEP LEARNING AND ITS APPLICATIONS
UCEAP Transcript Title
DEEP LEARNING
UCEAP Quarter Units
4.50
UCEAP Semester Units
3.00
Course Description

This course covers the application of deep learning and how to implement it in practice. It explores the background of machine learning, neural network for deep learning, and includes explanations of the basic structure of deep learning and advanced deep learning structure. Students learn real-world problems ranging from computer vision to natural-language processing.

Prerequisite: Basic Python Programming

Language(s) of Instruction
English
Host Institution Course Number
IIE4123
Host Institution Course Title
DEEP LEARNING AND ITS APPLICATIONS
Host Institution Campus
Host Institution Faculty
Host Institution Degree
Host Institution Department
Industrial Engineering

COURSE DETAIL

PARALLEL AND CONCURRENT PROGRAMMING
Country
Singapore
Host Institution
National University of Singapore
Program(s)
National University of Singapore
UCEAP Course Level
Upper Division
UCEAP Subject Area(s)
Computer Science
UCEAP Course Number
112
UCEAP Course Suffix
UCEAP Official Title
PARALLEL AND CONCURRENT PROGRAMMING
UCEAP Transcript Title
CONCURRENT PROGRAM
UCEAP Quarter Units
6.00
UCEAP Semester Units
4.00
Course Description

This course introduces the design, development and debugging of parallel programs. It builds on the concurrency concepts gained from the Operating Systems course. It covers concepts and modelling tools for specifying and reasoning (about the properties of) concurrent systems and parallel programs. It also covers principles of performance analysis, asynchronous and asynchronous parallel programming, and engineering concurrent systems and parallel programs. This course requires prerequisites. 

Language(s) of Instruction
English
Host Institution Course Number
CS3211
Host Institution Course Title
PARALLEL AND CONCURRENT PROGRAMMING
Host Institution Campus
Host Institution Faculty
Host Institution Degree
Host Institution Department
Computer Science

COURSE DETAIL

INFORMATICS: DECISION SUPPORT SYSTEMS
Country
Sweden
Host Institution
Lund University
Program(s)
Lund University
UCEAP Course Level
Upper Division
UCEAP Subject Area(s)
Computer Science Business Administration
UCEAP Course Number
131
UCEAP Course Suffix
UCEAP Official Title
INFORMATICS: DECISION SUPPORT SYSTEMS
UCEAP Transcript Title
DECISION SPRT SYST
UCEAP Quarter Units
6.00
UCEAP Semester Units
4.00
Course Description

The course establishes a foundation for understanding and analyzing information and information systems in organizations. It provides an overview of technical and organizational aspects of decision support systems (DSS), including individual, group, and organizational DSS as well as executive information systems (EIS). Management of DSS and EIS within the end-user computing environment are also discussed. The course covers more recent technologies, including Data Warehouse / Data Mining, and OLAP technologies. The course is design-oriented and emphasizes conceptual foundations of DSS and EIS, but DSS software reviews, demonstrations, laboratory lessons, and case examples are also included.

Language(s) of Instruction
English
Host Institution Course Number
INFC35
Host Institution Course Title
INFORMATICS: DECISION SUPPORT SYSTEMS
Host Institution Campus
Host Institution Faculty
School of Economics and Management
Host Institution Degree
Host Institution Department
Informatics

COURSE DETAIL

DATA MINING
Country
Korea, South
Host Institution
Yonsei University
Program(s)
Yonsei University
UCEAP Course Level
Upper Division
UCEAP Subject Area(s)
Computer Science
UCEAP Course Number
120
UCEAP Course Suffix
UCEAP Official Title
DATA MINING
UCEAP Transcript Title
DATA MINING
UCEAP Quarter Units
4.50
UCEAP Semester Units
3.00
Course Description

As data are accumulating at an incredible rate due to a host of technological advances, electronic data capture has become inexpensive and ubiquitous. Data mining is a rapidly growing field that is concerned with developing techniques to assist managers to make intelligent use of these data. A number of successful applications have been reported in many areas. The field of data mining has evolved from the disciplines of statistics and artificial intelligence. This course examines several methods that have emerged from both fields and proven to be of value in recognizing patterns and making predictions from an application's perspective. We survey applications and provide an opportunity for hands-on experimentation with algorithms for data mining using easy-to- use software and cases.

Language(s) of Instruction
English
Host Institution Course Number
CSI4117
Host Institution Course Title
DATA MINING
Host Institution Campus
Host Institution Faculty
Host Institution Degree
Host Institution Department
Computer Science

COURSE DETAIL

INFORMATION THEORY
Country
Sweden
Host Institution
Lund University
Program(s)
Lund University
UCEAP Course Level
Upper Division
UCEAP Subject Area(s)
Engineering Computer Science
UCEAP Course Number
149
UCEAP Course Suffix
UCEAP Official Title
INFORMATION THEORY
UCEAP Transcript Title
INFORMATION THEORY
UCEAP Quarter Units
6.00
UCEAP Semester Units
4.00
Course Description
This course provides an up-to-date introduction to topic information theory. The course emphasizes both the formal development of the theory and the engineering implications for the design of communication systems and other information handling systems. The course includes: Shannon's information measure and its relatives, both for the discrete and continuous case; Three fundamental information theorems: typical sequences, source coding theorem and channel coding theorem; Source coding: optimal coding and construction of Huffman codes, as well as universal source coding such as Ziv-Lempel coding (zip, etc.); Channel coding: principles of error detection and correction on a noisy channel, mainly illustrated by Hamming codes; Gaussian channel: continuous sources and additive white noise over both band limited and frequency selective channels; Derivation of the fundamental Shannon limit; Discrete input Gaussian channel: Maximum achievable rates for PAM and QAM, Coding and Shaping gain, and SNR gap; Rate distortion theory: source coding theorem and the fundamental limit revisited when a certain level of distortion is allowed.
Language(s) of Instruction
English
Host Institution Course Number
EITN45
Host Institution Course Title
INFORMATION THEORY
Host Institution Campus
Engineering
Host Institution Faculty
Host Institution Degree
Host Institution Department
Engineering- Computer Science

COURSE DETAIL

WEB TECHNOLOGY
Country
Netherlands
Host Institution
Utrecht University
Program(s)
Utrecht University
UCEAP Course Level
Upper Division
UCEAP Subject Area(s)
Computer Science
UCEAP Course Number
114
UCEAP Course Suffix
UCEAP Official Title
WEB TECHNOLOGY
UCEAP Transcript Title
WEB TECHNOLOGY
UCEAP Quarter Units
6.00
UCEAP Semester Units
4.00
Course Description

This course examines the http protocol and its add ons. It covers relevant technologies and programming languages such as (X)HTML, CSS, JavaScript and framework; the development of the world wide web from a historical context; and technical aspects of the world wide web.

Language(s) of Instruction
English
Host Institution Course Number
INFOB2WT
Host Institution Course Title
WEB TECHNOLOGY
Host Institution Campus
Host Institution Faculty
Host Institution Degree
Host Institution Department

COURSE DETAIL

INTERACTIVE MOBILE APPLICATION DESIGN AND PROGRAMMING
Country
Hong Kong
Host Institution
University of Hong Kong
Program(s)
University of Hong Kong
UCEAP Course Level
Upper Division
UCEAP Subject Area(s)
Computer Science
UCEAP Course Number
133
UCEAP Course Suffix
UCEAP Official Title
INTERACTIVE MOBILE APPLICATION DESIGN AND PROGRAMMING
UCEAP Transcript Title
MOBILE AP DESIGN
UCEAP Quarter Units
5.00
UCEAP Semester Units
3.30
Course Description

This course examines the intricacies of Android Mobile Application development. Throughout the course students must program a number of smaller tutorial applications, concurrently with a larger course long programming project, an application of their own design. In parallel with these programming assignments, students learn details of Android application design through tutorials and lectures.

Language(s) of Instruction
English
Host Institution Course Number
COMP3330
Host Institution Course Title
INTERACTIVE MOBILE APPLICATION DESIGN AND PROGRAMMING
Host Institution Campus
Host Institution Faculty
Host Institution Degree
Host Institution Department
Computer Science

COURSE DETAIL

INTRODUCTION TO VISUALIZATION AND VISUAL COMPUTING
Country
China
Host Institution
Peking University, Beijing
Program(s)
Peking University
UCEAP Course Level
Upper Division
UCEAP Subject Area(s)
Computer Science
UCEAP Course Number
102
UCEAP Course Suffix
UCEAP Official Title
INTRODUCTION TO VISUALIZATION AND VISUAL COMPUTING
UCEAP Transcript Title
INTRO VISUALIZATION
UCEAP Quarter Units
3.00
UCEAP Semester Units
2.00
Course Description
With the rapid development of information technology, the amount of information data has grown exponentially. The analysis and processing of massive amounts of complex data requires advanced visualization techniques. This course explores how to create effective visualization methods, including science and information visualization. This course is for students who are interested in using visualizations or engaging in visual research.
Language(s) of Instruction
Chinese
Host Institution Course Number
4831280
Host Institution Course Title
INTRODUCTION TO VISUALIZATION AND VISUAL COMPUTING
Host Institution Campus
Peking University
Host Institution Faculty
Host Institution Degree
Host Institution Department
Computer Science

COURSE DETAIL

NETWORK ARCHITECTURE AND PERFORMANCE
Country
Sweden
Host Institution
Lund University
Program(s)
Lund University
UCEAP Course Level
Upper Division
UCEAP Subject Area(s)
Computer Science
UCEAP Course Number
143
UCEAP Course Suffix
UCEAP Official Title
NETWORK ARCHITECTURE AND PERFORMANCE
UCEAP Transcript Title
NETWORK ARCHITECTUR
UCEAP Quarter Units
6.00
UCEAP Semester Units
4.00
Course Description
The course gives a deep understanding of principles, functions, and techniques that form the foundation of communication networks with an emphasis on wireless communication systems. In particular, the course covers these functions' behavior and performance based on the stochastic nature of the data streams in modern communication networks. The course covers both public systems (3G, LTE) and technologies for wireless local networks (WLAN, Ad-Hoc, and mesh networks). The course gives an understanding of how these systems integrate more and more, advantages and disadvantages, as well as problems and their solutions in connection with this integration. The courses also discusses current and future trends in network systems such as Internet of Things and Tactile Internet, and the enabling technologies being developed for them. The course structure contains lectures and exercises, as well as a lab on network simulation and data analysis. Further, students complete a group-based system design project. The course is divided into the following modules: review of probability, stochastic processes and basic computer networking; medium access control using reservation schemes and random access schemes; network architectures for licensed and unlicensed spectrum; modelling for performance analysis; traffic management: queueing systems and congestion and flow control. The following systems and technologies are covered: cellular systems (GSM, UMTS, LTE and a discussion of 5G); MAC protocols: ALOHA, CSMA, 802.11 (WiFi), including the Bianchi model of 802.11; congestion and flow control techniques such as Random Early Detection, token bucket schemes; queueing disciplines such as priority queueing, weighted fair queueing, class based queueing TCP flow and congestion control and retransmission strategies.
Language(s) of Instruction
English
Host Institution Course Number
ETSN10
Host Institution Course Title
NETWORK ARCHITECTURE AND PERFORMANCE
Host Institution Campus
Engineering
Host Institution Faculty
Host Institution Degree
Host Institution Department
Engieering - Electrical and Information Technology

COURSE DETAIL

CRYPTOGRAPHY
Country
Sweden
Host Institution
Lund University
Program(s)
Lund University
UCEAP Course Level
Upper Division
UCEAP Subject Area(s)
Computer Science
UCEAP Course Number
157
UCEAP Course Suffix
UCEAP Official Title
CRYPTOGRAPHY
UCEAP Transcript Title
CRYPTOGRAPHY
UCEAP Quarter Units
6.00
UCEAP Semester Units
4.00
Course Description

The course provides a background on the fundamentals of cryptography for those interested in carrying out cryptographic research or employing cryptographic security. Course topics include classical cryptography, Shannon's theory of secrecy, shift register theory and stream ciphers, public key cryptography, authentication codes, and secret sharing. Students must also complete a course project.

Language(s) of Instruction
English
Host Institution Course Number
EDIN01
Host Institution Course Title
CRYPTOGRAPHY
Host Institution Campus
Host Institution Faculty
Engineering
Host Institution Degree
Host Institution Department
Engineering - Electrical and Information Technology
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