Artificial Intelligence PgCert

Program Overview

---

It covers machine learning, data science, knowledge representation, and ethical considerations, preparing students for careers in various AI-related fields. The program is delivered through a combination of lectures, tutorials, and practical sessions, with assessment based on coursework assignments.

Program Outline

---

Degree Overview:

---

Overview:

The Artificial Intelligence (PgCert) program is a part-time, postgraduate program offered by the School of Computing at Ulster University. This program addresses the growing demand for AI expertise in the current job market. It equips graduates with the necessary knowledge and problem-solving skills to pursue careers in various AI-related fields.

---

Objectives:

The program aims to:

• Equip students with a comprehensive understanding of Artificial Intelligence and its applications across various industries.
• Provide students with practical programming skills for applying machine learning algorithms to real-world challenges.
• Develop critical thinking and problem-solving skills in the context of AI.
• Prepare students for further research opportunities in the field of AI.

---

Outline:

---

Content:

The program delves into various aspects of AI, including:

• Machine learning algorithms and their applications.
• Data science principles and processes.
• Knowledge representation and reasoning.
• Ethical considerations in AI development.

---

Structure:

The program comprises of three compulsory modules, each carrying 20 credits, totaling 60 credits overall.

• Module 1: Data Science and Machine Learning: This module introduces students to the data science pipeline and equips them with the mathematical and statistical knowledge for analysis.
It covers foundational machine learning algorithms and their practical applications.
• Module 2: Knowledge Engineering: This module focuses on advanced topics in knowledge representation and reasoning.
• Module 3: Emerging and Advanced Topics in AI: This module dives into cutting-edge advancements in AI theory, algorithms, and applications.
It critically examines emerging topics like ethical considerations, fairness, and bias in AI development. Additionally, students get hands-on experience in building AI-based applications.

---

Course Schedule:

The program is delivered through lectures, tutorials, and practical sessions, typically 5-10 hours per week, Monday through Friday. The timetable specifics are confirmed closer to the program start date.

---

Modules:

---

Module 1: Data Science and Machine Learning

• This module focuses on data analysis and interpretation using machine learning algorithms.
• Students gain the skills to extract valuable insights from real-world datasets.
• The module emphasizes the ethical considerations involved in data analysis and model development.

---

Module 2: Knowledge Engineering

• This module covers advanced topics in knowledge representation and reasoning, including logic-based systems and ontologies.
• Applications of knowledge engineering in AI fields like semantic web and expert systems are discussed.

---

Module 3: Emerging and Advanced Topics in AI

• This module explores ethical considerations in AI development and discusses challenges like bias, fairness, and accountability.
• Students investigate emerging trends in AI like explainable AI (XAI) and interpretable machine learning models.

---

Assessment:

• Assessment in the program involves coursework assignments, including written assignments and practical projects.
• Each module carries 100% coursework-based assessments.
• Students receive timely feedback on their coursework to enhance their learning and development.

---

Teaching:

• The program employs a diverse range of teaching methodologies, including lectures, tutorials, practical sessions, seminars, and guest lectures.
• The lectures provide a foundational knowledge base, while tutorials facilitate interactive learning and problem-solving.
• Practical sessions equip students with hands-on experience in applying theoretical concepts to real-world scenarios.
• The program leverages industry professionals and researchers to ensure students gain insights from leading practitioners in the AI field.

---

Careers:

• The program prepares graduates for various careers in the booming field of Artificial Intelligence.
• Potential career paths include Machine Learning Engineer, Data Scientist, AI Research Scientist, AI Software Developer, and AI Ethics Specialist.
• The program welcomes female applicants, who are currently underrepresented in this field.
• The program also provides opportunities for graduates to pursue further research through PhD studies affiliated with the research centers within the School of Computing.

---

Disclaimer:

The University reserves the right to modify or discontinue the program based on various factors such as industrial action, low demand, changes in legislation, or withdrawal of funding. However, the University will make its best efforts to provide suitable alternatives in such scenarios.

---

Fees Notice - January Start Ulster University has two main intakes for Academic Year 24/25 – 1. September 2024 and 2. January 2025. International Students Students from Northern Ireland, Republic of Ireland and Great Britain For those who are starting a programme in January which continues into Academic Year 25/26, 25/26 fees are currently not available. These are subject to increase. Additional mandatory costs are highlighted where they are known in advance. There are other costs associated with university study. Fees are subject to annual increase. Correct at the time of publishing. The price of your overall programme will be determined by the number of credit points that you initiate in the relevant academic year. For modules commenced in the academic year 2024/25, the following fees apply: Fees Credit Points NI/ROI/GB Cost International Cost Credit Points 5 NI/ROI/GB Cost £194.45 International Cost £474.70 Credit Points 10 NI/ROI/GB Cost £388.90 International Cost £949.40 Credit Points 15 NI/ROI/GB Cost £583.35 International Cost £1,424.10 Credit Points 20 NI/ROI/GB Cost £777.80 International Cost £1,898.80 Credit Points 30 NI/ROI/GB Cost £1,166.70 International Cost £2,848.20 Credit Points 60 NI/ROI/GB Cost £2,333.40 International Cost £5,696.40 Credit Points 120 NI/ROI/GB Cost £4,666.80 International Cost £11,392.80 Credit Points 180 NI/ROI/GB Cost £7000.20 International Cost £17,089.20 NB: A standard full-time PGCert is equivalent to 60 credit points per year. A standard full-time PGDip is equivalent to 120 credit points per year. More information can be found in the Visas and Immigration section. Additional mandatory costs It is important to remember that costs associated with accommodation, travel (including car parking charges) and normal living will need to be covered in addition to tuition fees. Where a course has additional mandatory expenses (in addition to tuition fees) we make every effort to highlight them above. We aim to provide students with the learning materials needed to support their studies. Our libraries are a valuable resource with an extensive collection of books and journals, as well as first-class facilities and IT equipment. Computer suites and free Wi-Fi are also available on each of the campuses. Students choosing a period of paid work placement or study abroad as a part of their course should be aware that there may be additional travel and living costs, as well as tuition fees.