Minor in Artificial Intelligence (Design and Engineering)

(Open to all CDE majors)

Artificial intelligence (AI) is the imitation of human intelligence by computers and other machines. This includes tasks like learning, reasoning, problem-solving, perception, and natural language understanding.  In short, AI is about creating technology that can think, learn, and act like a human. AI technologies are rapidly penetrating every domain in our society, from education to business to manufacturing to the arts. Singapore has recognised the importance of being a leader in AI through a variety of actions. First, Singapore plans to invest more than $1 billion over the next five years to further boost AI activities to boost market competitiveness. Second, it has invested significantly in agencies such as AI Singapore to help train the next generation of AI engineers and AI entrepreneurs. Third, Singapore is putting in valuable resources to shape the regulatory landscape for AI technologies, especially generative AI. Given this national roadmap, it is imperative that the NUS College of Design and Engineering respond accordingly and provide the opportunity for its graduates to gain a solid grounding in AI.

Artificial intelligence is rapidly transforming the design and engineering landscape. From autonomous systems and robotics to materials science and smart buildings, AI is becoming an indispensable tool for engineers. A Minor in Artificial Intelligence (Design and Engineering) provides students with a solid foundation in data engineering, data science, and machine learning and enables them to:

  • Develop innovative solutions: Apply AI to address complex engineering challenges and create novel products and services.
  • Enhance problem-solving skills: Cultivate a data-driven mindset and leverage AI to optimise engineering processes.
  • Increase employability: Gain in-demand skills that are highly sought after by industries across the board.
  • Contribute to interdisciplinary research: Collaborate with researchers from across the campus, from law to medicine and other fields, to advance research and development.

A Minor in Artificial Intelligence (Design and Engineering) equip CDE graduates with the necessary skills to excel in the digital age and become leaders in the fields of design and engineering.  Design and Engineering graduates will be able to solve complex engineering problems using the foundations and concepts learned.

Minor in AI (Design and Engineering) offers a suite of electives designed specifically for students across a range of Design and Engineering programmes, including civil and environmental engineering, industrial and systems engineering, materials science and engineering, electrical engineering, robotics and machine intelligence, infrastructure and facilities management, and computer engineering, among others. The syllabus and content of these electives are meticulously curated to highlight the relevance of AI to each student’s field of study. This contextualised approach helps students grasp the practical applications of AI within their discipline, thereby enhancing their employability and better preparing them for industry challenges.

Minor in AI (Design and Engineering) offers a more targeted, interdisciplinary, and practical education tailored to CDE students. It provides Design and Engineering students with an industry-focused, hands-on learning experience that is immediately applicable to their fields of study.

Students completing the Minor will be able to:

  1. Grasp the fundamental concepts of AI, including machine learning, natural language processing, and computer vision.
  2. Identify problems that can be addressed with AI and develop appropriate solutions for applications to different domains.
  3. Model a real-world problem using AI tools such as optimisation, classification, regression, and clustering.
  4. Assess the performance of AI models, including selecting performance metrics.
  5. Analyse complex problems, break them down into smaller, manageable components, and come up with innovative AI solutions.
  6. Understand the ethical implications of AI and how to develop responsible AI systems.

Requirement for Minor

To be awarded the Minor in Artificial Intelligence (D&E) students must earn a minimum of 20 Units of approved courses during their undergraduate candidature. The programme structure is divided into a 12 Unit core with 8 Units of electives.

Minor in Artificial Intelligence (Design & Engineering ) – 20 Units
Core Courses  (12 Units) Elective Courses (Choose any two courses, or totalling at least 8 Units)
Core courses:

EE2211 Introduction to Machine Learning or
CDE2212 AI for Design

EE2213 Intro to Artificial Intelligence

EE3703 Machine Learning with Applications

EE2211 Intro to Machine Learning  
CDE2212 AI for Design

CE3201 Civil Engineering Analytics and Data Visualization
CE3202 Data Acquisition for Civil Engineers
CE3203 Optimization and Algorithms for Civil Engineers
CE3204 Data Management for Civil Engineers

CG3201 Machine Learning and Deep Learning

CN3105 Machine Learning in Chemical Engineering

BN3406 Bioimaging and AI applications

ESP3201A Machine Learning in Engineering Science

EE3801 Data Engineering Principles
EE4211 Data Science for the Internet of Things
EE4212 Computer Vision
EE4308 Autonomous Robot Systems
EE4309 Robot Perception
EE4311 Fuzzy Logic and Neuro Fuzzy Systems
EE4312 Artificial Neural Networks
EE4315 Intelligent Industrial Control Systems
EE4704 Image Processing and Analysis
EE4707 Robust and Trustworthy Artificial Intelligence
EE4802/IE4213 Learning from Data

IE4211 Modelling & Analytics
IE4215 Machine Learning for Industrial Engineering
IE4243 Decision Modelling & Risk Analysis
IE4280 Generative AI and Web3 in Industrial Engineering

MLE4217 Application of Big Data in Materials Science

PF3211 AI Applications for the Built Environment

RB3301 Intro to Machine Intelligence
RB3302 Planning and Navigation

Eligibility:

The Minor in Artificial Intelligence (D&E) is open to students taking a Primary Major within the College of Design and Engineering.

Students may apply at the point of admission, where the selection criteria are based on their university admission score and/or their proficiency in mathematics. 

The following groups of students are precluded from taking the Minor in Artificial Intelligence (D&E):

  • Students who are not reading a CDE primary major;
  • Students taking a minor in Artificial Intelligence offered by SoC

Application by in-flight students: Year 1 and 2:

Students will be able to declare the minor themselves in the Academic Plan Declaration Exercise (APAD) before CourseReg begins – by their 5th Academic Plan Declaration exercise.

Refer: NUS Double-counting policy for Minor

For more information on this programme, please refer to our FAQ here.

Students with any queries, click here.