Category Archives: Undergraduate

Courses for All IMA Students

Introduction to Machine Learning (CS-UY 4563)

Credits: 3
Duration: 15 Weeks
Dates: Tue,Thu
Credits: 3
Duration: 15 Weeks
Dates: Tue,Thu

This course provides a hands on approach to machine learning and statistical pattern recognition. The course describes fundamental algorithms for linear regression, classification, model selection, support vector machines, neural networks, dimensionality reduction and clustering. The course includes computer exercises on real and synthetic data using current software tools. A number of applications are demonstrated on audio and image processing, text classification, and more. Students should have competency in computer programming. | Prerequisite for Brooklyn Students: CS-UY 1134 AND (MA-UY 2034, MA-UY 2034G, MA-UY 1044 or MA-UY 3054) AND (MA-UY 2224, MA-UY 2222, MA-UY 2233, ECE-UY 2233, MA-UY 3012, MA-UY 3014, or MA-UY 3514) | Prerequisite for Abu Dhabi Students: (ENGR-UH 3510 or CS-UH 1050) (C- or better) AND (MATH-UH 1022 or MATH-UH 1023) AND (MATH-UH 2011Q or ENGR-UH 2010Q) | Prerequisite for Shanghai Students: CSCI-SHU 210 (C- or better) AND (MATH-SHU 140 or MATH-SHU 141) AND MATH-SHU 235

Computer Science (Undergraduate)
3 credits – 15 Weeks

Fall 2025 IMA Electives IMA Electives (Legacy Structure - Programming & Data) Spring 2026 Undergraduate

Data Structures and Algorithms (CS-UY 1134)

Credits: 4
Duration: 15 Weeks
Dates: Mon,Wed
Credits: 4
Duration: 15 Weeks
Dates: Mon,Wed
Credits: 4
Duration: 15 Weeks
Dates: Mon,Wed
Credits: 4
Duration: 15 Weeks
Dates: Mon,Wed
Credits: 4
Duration: 15 Weeks
Dates: Mon,Wed,Fri
Credits: 4
Duration: 15 Weeks
Dates: Mon,Wed,Fri
Credits: 4
Duration: 15 Weeks
Dates: Mon,Wed,Fri
Credits: 4
Duration: 15 Weeks
Dates: Mon,Wed,Fri
Credits: 4
Duration: 15 Weeks
Dates: Mon,Wed,Fri
Credits: 4
Duration: 15 Weeks
Dates: Mon,Wed,Fri
Credits: 4
Duration: 15 Weeks
Dates: Mon,Wed,Fri
Credits: 4
Duration: 15 Weeks
Dates: Mon,Wed,Fri

This course covers abstract data types and the implementation and use of standard data structures along with fundamental algorithms and the basics of algorithm analysis. Not open to students who have taken CS-UY 2134. | Prerequisite for Brooklyn Students: CS-UY 1114 or CS-UY 1121 (C- or better) | Prerequisite for Abu Dhabi Students: CS-UH 1001 or ENGR-UH 1000 | Prerequisite for Shanghai Students: CSCI-SHU 101 | Corequisite for all Students: EX-UY 1

Computer Science (Undergraduate)
4 credits – 15 Weeks

Fall 2025 IMA Electives IMA Electives (Legacy Structure - Programming & Data) Liberal Arts & Sciences - Electives Quantitative Reasoning Spring 2026 Undergraduate

Object Oriented Programming (CS-UY 2124)

Credits: 4
Duration: 15 Weeks
Dates: Mon,Wed
Credits: 4
Duration: 15 Weeks
Dates: Mon,Wed
Credits: 4
Duration: 15 Weeks
Dates: Mon,Wed
Credits: 4
Duration: 15 Weeks
Dates: Mon,Wed
Credits: 4
Duration: 15 Weeks
Dates: Mon,Wed,Fri
Credits: 4
Duration: 15 Weeks
Dates: Mon,Wed,Fri
Credits: 4
Duration: 15 Weeks
Dates: Mon,Wed,Fri
Credits: 4
Duration: 15 Weeks
Dates: Mon,Wed,Fri
Credits: 4
Duration: 15 Weeks
Dates: Mon,Wed,Fri
Credits: 4
Duration: 15 Weeks
Dates: Mon,Wed,Fri

This intermediate-level programming course teaches object-oriented programming in C . Topics: Pointers, dynamic memory allocation and recursion. Classes and objects including constructors, destructors, methods (member functions) and data members. Access and the interface to relationships of classes including composition, association and inheritance. Polymorphism through function overloading operators. Inheritance and templates. Use of the standard template library containers and algorithms. | Prerequisite: CS-UY 1134 (C- or better); Corequisite: EX-UY 1

Computer Science (Undergraduate)
4 credits – 15 Weeks

IMA Electives IMA Electives (Legacy Structure - Programming & Data) Liberal Arts & Sciences - Electives Spring 2026 Undergraduate

Artificial Intelligence (CS-UY 4613)

Credits: 3
Duration: 15 Weeks
Dates: Fri

Artificial Intelligence (AI) is an important topic in computer science that has many diversified applications. It addresses one of the ultimate puzzles human are trying to solve – How is it possible for a slow, tiny brain, whether biological or electronic, to perceive, understand, predict, and manipulate a world far larger and more complicated than itself? And, how do we go about creating a machine (or computer) with those properties? To this end, researchers in the AI field have been trying to understand how seeing, learning, remembering, and reasoning could, or should be done. This course introduces students to the many concepts and techniques in artificial intelligence. | Prerequisite for Brooklyn Students: (CS-UY 2134 or CS-UY 1134) and (CS-UY 2124 or CS-UY 1124) (C- or better) | Prerequisite for Abu Dhabi Students: ENGR-UH 3510 or CS-UH 1050 (C- or better) | Prerequisite for Shanghai Students: CSCI-SHU 210 (C- or better)

Computer Science (Undergraduate)
3 credits – 15 Weeks

Expressive Culture IMA Electives IMA Electives (Legacy Structure - Programming & Data) Liberal Arts & Sciences - Electives Spring 2026 Undergraduate

Application Security (CS-UY 4753)

Credits: 3
Duration: 15 Weeks
Dates: Tue

This course addresses the design and implementation of secure applications. Concentration is on writing software programs that make it difficult for intruders to exploit security holes. The course emphasizes writing secure distributed programs in Java. The security ramifications of class, field and method visibility are emphasized. | Prerequisite: CS-UY 3923

Computer Science (Undergraduate)
3 credits – 15 Weeks

Fall 2025 Graduate IMA Electives IMA Electives (Legacy Structure - Programming & Data) Spring 2026 Undergraduate

Applied Cryptography (CS-UY 4783)

Credits: 3
Duration: 15 Weeks
Dates: Tue

This course examines Modern Cryptography from a both theoretical and applied perspective, with emphasis on “provable security” and “application case studies”. The course looks particularly at cryptographic primitives that are building blocks of various cryptographic applications. The course studies notions of security for a given cryptographic primitive, its various constructions and respective security analysis based on the security notion. The cryptographic primitives covered include pseudorandom functions, symmetric encryption (block ciphers), hash functions and random oracles, message authentication codes, asymmetric encryption, digital signatures and authenticated key exchange. The course covers how to build provably secure cryptographic protocols (e.g., secure message transmission, identification schemes, secure function evaluation, etc.), and various number-theoretic assumptions upon which cryptography is based. Also covered: implementation issues (e.g., key lengths, key management, standards, etc.) and, as application case studies, a number of real-life scenarios currently using solutions from modern cryptography. | Prerequisite: (CS-UY 2134 or CS-UY 1134) and (CS-UY 2124 or CS-UY 1124) (C- or better) and MA-UY 2314.

Computer Science (Undergraduate)
3 credits – 15 Weeks

Fall 2025 Graduate IMA Electives IMA Electives (Legacy Structure - Programming & Data) Spring 2026 Undergraduate

Computer Networking (CS-UY 4793)

Credits: 3
Duration: 15 Weeks
Dates: Mon,Wed
Credits: 3
Duration: 15 Weeks
Dates: Mon,Wed,Tue,Thu
Credits: 3
Duration: 15 Weeks
Dates: Mon,Wed,Tue,Thu
Credits: 3
Duration: 15 Weeks
Dates: Mon,Wed,Tue,Thu

This course takes a top-down approach to computer networking. After an overview of computer networks and the Internet, the course covers the application layer, transport layer, network layer and link layers. Topics at the application layer include client-server architectures, P2P architectures, DNS and HTTP and Web applications. Topics at the transport layer include multiplexing, connectionless transport and UDP, principles or reliable data transfer, connection-oriented transport and TCP and TCP congestion control. Topics at the network layer include forwarding, router architecture, the IP protocol and routing protocols including OSPF and BGP. Topics at the link layer include multiple-access protocols, ALOHA, CSMA/CD, Ethernet, CSMA/CA, wireless 802.11 networks and link-layer switches. The course includes simple quantitative delay and throughput modeling, socket programming and network application development and Ethereal labs. | Prerequisite for Brooklyn Students: (CS-UY 2134 or CS-UY 1134) and (CS-UY 2124 or CS-UY 1124) (C- or better) | Prerequisite for Abu Dhabi Students: ENGR-UH 3510 or CS-UH 1050 (C- or better) | Prerequisite for Shanghai Students: CSCI-SHU 210 (C- or better)

Computer Science (Undergraduate)
3 credits – 15 Weeks

Fall 2025 Graduate IMA Electives IMA Electives (Legacy Structure - Programming & Data) Spring 2026 Undergraduate

COMPUTER SECURITY (CS-UY 3923)

This course covers cryptographic systems. Topics: Capability and access control mechanisms, authentication models, protection models. Database and operating system security issues, mobile code, security kernels. Malicious code, Trojan horses and computer viruses. Security policy formation and enforcement enforcement, legal aspects and ethical aspects. | Prerequisite for Brooklyn Students: CS-UY 2214 | Prerequisite for CAS Students: CSCI-UA 201 | Prerequisite for Abu Dhabi Students: CS-UH 2010 or ENGR-AD 3511 | Prerequisite for Shanghai Students: CENG-SHU 202 | Co-requisite for ALL Students: CS-UY 3224

Computer Science (Undergraduate)
3 credits – 14 Weeks

Sections (Fall 2025)

CS-UY 3923-000 (7835)09/02/2025 – 12/11/2025 Tue6:00 PM – 9:00 PM (Evening)at Brooklyn CampusInstructed by Cappos, Justin

Fall 2025 IMA Electives IMA Electives (Legacy Structure - Programming & Data) Undergraduate

Network Security (CS-UY 3933)

Credits: 3
Duration: 15 Weeks
Dates: Thu

This course covers reviews networking. Topics: Basic notations of confidentiality, integrity, availability; cryptographic systems, coding and decoding messages. Cryptographic protocols for privacy, integrity, key exchange and access control. TCP/IP security; Firewalls, IPSec; secure ecommerce. Intrusion detection, prevention, response. Advanced topics are included. | Prerequisite for Brooklyn Students: CS-UY 4793 or ECE-UY 3613 or ECE-GY 5373 |Prerequisite for Abu Dhabi Students: CS-UH 3012 or ENGR-UH 3512 | Prerequisite for Shanghai Students: CSCI-SHU 308

Computer Science (Undergraduate)
3 credits – 15 Weeks

Spring 2026 Undergraduate

Intro to Operating Systm (CS-UY 3224)

Credits: 4
Duration: 15 Weeks
Dates: Tue,Thu

This course studies the fundamental concepts and principles of operating systems. Batch, spooling and multiprogramming systems are introduced. The parts of an operating system are described in terms of their functions, structure and implementation. Basic policies for allocating resources are discussed. | Prerequisites for Brooklyn Students: CS-UY 2214 AND (CS-UY 2134 or CS-UY 1134) AND (CS-UY 2124 or CS-UY 1124) (C- or better). | Prerequisite for Abu Dhabi Students: (ENGR-UH 3510 or CS-UH 1050) (C- or better) AND (CS-UH 2010 or ENGR-UH 3511) | Prerequisites for Shanghai Students: CSCI-SHU 210 (C- or better) AND CENG-SHU 202

Computer Science (Undergraduate)
4 credits – 15 Weeks

Spring 2026 Undergraduate

Interactive Computer Graphics (CS-UY 4533)

Credits: 3
Duration: 15 Weeks
Dates: Mon

An introduction to the field of computer graphics: displays, image formation, visual perception, images, transformations (viewing and projection), programmable pipelines (vertex and fragment programs), modeling (primitives, polygon meshes, smooth curves and surfaces), animation (keyframing, procedural), rendering and realism (visibility, lighting, shading, shadows, texturing, ray tracing). | Prerequisite for Brooklyn Students: (CS-UY 2134 or CS-UY 1134) and (CS-UY 2124 or CS-UY 1124) (C- or better) and (MA-UY 2034 or MA-UY 3044 or MA-UY 3054) | Prerequisites for CAS Students: CSCI-UA 201 (C- or better) and (MATH-UA 140 or MATH-UA 148) | Prerequisite for Abu Dhabi Students: (ENGR-UH 3510 or CS-UH 1050) (C- or better) and (MATH-UH 1022 or MATH-UH 1023) | Prerequisite for Shanghai Students: CSCI-SHU 210 (C- or better) AND (MATH-SHU 140 or MATH-SHU 141)

Computer Science (Undergraduate)
3 credits – 15 Weeks

IMA Electives IMA Electives (Legacy Structure - Programming & Data) Spring 2026 Undergraduate

Introduction to Databases (CS-UY 3083)

Credits: 3
Duration: 15 Weeks
Dates: Tue,Thu
Credits: 3
Duration: 15 Weeks
Dates: Tue,Thu,Mon,Wed

This course introduces database systems and their approach as a mechanism to model the real world. The course covers data models (relational, object-oriented), physical database design, query languages, query processing and optimization, as well as transaction management techniques. Implementation issues, object oriented and distributed databases also are introduced. | Prerequisites for Brooklyn Students: (CS-UY 2134 or CS-UY 1134) and (CS-UY 2124 or CS-UY 1124) (C- or better) and MA-UY 2314 | Prerequisites for Abu Dhabi Students: (ENGR-UH 3510 or CS-UH 1050) (C- or better) and CS-UH 1002 | Prerequisites for Shanghai Students: CSCI-SHU 210 (C- or better) and CSCI-SHU 2314

Computer Science (Undergraduate)
3 credits – 15 Weeks

Fall 2025 IMA Electives IMA Electives (Legacy Structure - Programming & Data) Spring 2026 Undergraduate

Biochemistry I (CM-UY 3314)

This course surveys modern biochemistry and emphasizes current areas of research. Also covered are structure-function relationships in proteins; enzymes and their mechanisms of action; bioenergetics principles and energy production; and biochemical theories and techniques. | Prerequisites: CM-UY 2213 or CM-UY 2214 or CM-UY 2234 or instructor’s permission.

Chemistry (Undergraduate)
4 credits – 14 Weeks

Sections (Fall 2025)

CM-UY 3314-000 (5185)09/02/2025 – 12/11/2025 Tue,Thu2:00 PM – 3:00 PM (Early afternoon)at Brooklyn CampusInstructed by Diaz-Allen, Cassandra

Fall 2025 Physical Science OR Life Science Undergraduate

Introduction to Cell and Molecular Biology Laboratory (BMS-UY 1001)

Credits: 1
Duration: 15 Weeks
Dates: Wed
Credits: 1
Duration: 15 Weeks
Dates: Wed,Thu
Credits: 1
Duration: 15 Weeks
Dates: Wed,Thu,Fri
Credits: 1
Duration: 15 Weeks
Dates: Wed,Thu,Fri

This laboratory accompanies the lecture course BMS-UY 1003 Introduction to Cell and Molecular Biology. This laboratory course is required for BMS and CBE majors taking BMS-UY 1003, but is optional for other majors. | Co-requisite: BMS-UY 1003

Biomolecular Science (Undergraduate)
1 credits – 15 Weeks

Fall 2025 Physical Science OR Life Science Spring 2026 Undergraduate

Introduction to Cell and Molecular Biology (BMS-UY 1003)

Credits: 3
Duration: 15 Weeks
Dates: Tue,Thu

The course covers the fundamentals of biology with emphasis on cell and molecular biology. The course material includes introduction to biomolecules and bioenergetics, basic organization and functioning of living cells and general principles of genetics and reproduction.

Biomolecular Science (Undergraduate)
3 credits – 15 Weeks

Fall 2025 Physical Science OR Life Science Spring 2026 Undergraduate

Introduction of Environmental Sciences (URB-UY 2334)

This course addresses the basic processes, as studied by the physical, biological sciences, and behavioral that determine the nature of the physical environment and how it affects life on earth. Topics include the physical environment (Lithosphere, Hydrosphere, Atmosphere, climate); the biological environment (biological systems, biodiversity, population dynamics, ecology) and modern environmental problems, including resource shortages (such as water and energy), diseases, soil, water and air pollution, climate change and their relationship to political and economic issues. Note: This course cannot be used to satisfy Humanities/Social Science requirements for majors outside of the TCS department. | Prerequisites: Completion of first year writing requirements.

Urban Studies (Undergraduate)
4 credits – 14 Weeks

Sections (Fall 2025)

URB-UY 2334-000 (5898)09/02/2025 – 12/11/2025 Tue,Thu10:00 AM – 11:00 AM (Morning)at Brooklyn CampusInstructed by Dittrick, Diane

Fall 2025 Physical Science OR Life Science Undergraduate
Fall 2020 Spring 2023

Geographic Information Systems (URB-UY 2114)

Geographic Information Systems are computer systems for the storage, retrieval, analysis, and display of geographic data, that is data about features and phenomena on the surface of the earth. This course will introduce the students to GIS through hands-on computer exercises, as well as readings and lectures about cartography, tools, data, and the social impacts of GIS. GIS projects start with data and move through analysis to cartographic display. Pedagogically, we will be starting at the end moving backward to data and analysis. | Note: This course cannot be used to satisfy Humanities/Social Science requirements for majors outside of the TCS department. | Prerequisite: EXPOS-UA 1 or EXPOS-UA 4

Urban Studies (Undergraduate)
4 credits – 15 Weeks

Sections (Spring 2023)

URB-UY 2114-000 (21070)01/23/2023 – 05/08/2023 Tue5:00 PM – 7:00 PM (Late afternoon)at Brooklyn CampusInstructed by Mistry, Himanshu

IMA Electives IMA Electives (Legacy Structure - Programming & Data) Undergraduate

Organic Chemistry Laboratory II (CM-UY 2221)

Credits: 1
Duration: 15 Weeks
Dates:
Credits: 1
Duration: 15 Weeks
Dates:
Credits: 1
Duration: 15 Weeks
Dates:
Credits: 1
Duration: 15 Weeks
Dates:

This laboratory stresses complex preparation, purification, characterization and identification of organic compounds by chemical and physical means. It introduces instrumental methods of analysis and identification. Lab fee required. | Prerequisite: CM-UY 2211, Co/prerequisite: CM-UY 2223.

Chemistry (Undergraduate)
1 credits – 15 Weeks

Spring 2026 Undergraduate