Southern Utah University

Course Syllabus

Southern Utah University
Southern Utah University
Fall Semester 2025

Special Topics in Cybersecurity (Online)

CSIA 6390-A71

Course: CSIA 6390-A71
Credits: 3
Term: Fall Semester 2025
Department: CSIS
CRN: 33783

Course Description

Special topics in cybersecurity with information assurance problems related to cybersecurity practice and theory, with emphasis on implementation and analysis of current and emerging cybersecurity technologies, utilizing best practice principles. Topics may vary by semester. Course is repeatable up to nine (9) credits with change of topic. (Summer - 1st Session) [Graded (Standard Letter)] Repeatable for Add’l Credit? Yes - Total Credits: 9 Registration Restriction(s): CSIA students only

Required Texts

Required texts will be provided by the instructor, no textbooks will need to be purchased. Due to the nature of this course and the rapid changes in this space, the list of reading assignments will vary from session to session, and this list is NOT inclusive -- other reading will be assigned. Some examples:

AI for Cybersecurity: A Handbook of Use Cases (Penn State Cybersecurity Lab)
Explainable Intrusion Detection Systems (X-IDS): A Survey… (Neupane et al., 2022)
Artificial Intelligence for Cybersecurity: Threats, Attacks and Mitigation (Chakraborty et al., 2022)
Artificial intelligence (AI) cybersecurity dimensions: … (Masike & Tolah, 2024)
Explainable Artificial Intelligence Applications in Cyber Security… (Zhang et al., 2022)
Towards AI‑Driven Human‑Machine Co‑Teaming for SOCs (Albanese et al., 2025)
Explainable AI in Cyber Security: https://learning.oreilly.com/library/view/explainable-ai-in/9781801815115/
Hands-On Artificial Intelligence for Cybersecurity: https://learning.oreilly.com/library/view/hands-on-artificial-intelligence/9781800206013/
Machine Learning and Security: https://learning.oreilly.com/library/view/machine-learning-and/9781491979907/



Learning Outcomes

By the end of this course, students will be able to:

  1. Explain the core principles of artificial intelligence and machine learning, including their application and limitations in cybersecurity contexts.

  2. Analyze AI-driven attack vectors and defensive capabilities using current threat intelligence and case studies.

  3. Evaluate the ethical, legal, and regulatory implications of AI use in cybersecurity, with a focus on privacy, bias, and accountability.

  4. Design an AI-augmented security workflow or system architecture to enhance detection, response, or prevention capabilities.

  5. Critically assess the strengths and weaknesses of AI models using practical lab environments and real-world datasets.

  6. Integrate AI tools and methodologies into broader security operations, governance, and risk management frameworks.

  7. Communicate technical AI security concepts and findings effectively to both technical and non-technical stakeholders.

Course Requirements

Students will have weekly assignments consisting of reading, discussions, reflection, labs, and a final report. Students are expected to review all resources and complete all assignments. 


Course Outline

This 7-week graduate-level course explores the intersection of artificial intelligence and cybersecurity. Students will gain foundational knowledge of AI concepts, understand how AI is applied to cybersecurity, analyze adversarial uses of AI, and assess ethical, legal, and governance implications. The course concludes with student presentations assessing AI's future in cyber defense.

Instructor's policies on late assignments and/or makeup work


Late Policy:
No late assignments will be accepted. Quizzes and exams missed because of illness, a university-approved absence, or and absence approved in advance by the instructor will be made up convenient to the instructor. In all other cases, no credits will be given for the exam.

Attendance Policy

This is an online course. This means that you must plan accordingly to meet the deadlines for assignments. 

Course Fees

https://www.suu.edu/registrar/course-fees.html

ADA Statement

Students with medical, psychological, learning, or other disabilities desiring academic adjustments, accommodations, or auxiliary aids will need to contact the Disability Resource Center, located in Room 206F of the Sharwan Smith Center or by phone at (435) 865-8042. The Disability Resource Center determines eligibility for and authorizes the provision of services.

If your instructor requires attendance, you may need to seek an ADA accommodation to request an exception to this attendance policy. Please contact the Disability Resource Center to determine what, if any, ADA accommodations are reasonable and appropriate.

Academic Credit

According to the federal definition of a Carnegie credit hour: A credit hour of work is the equivalent of approximately 60 minutes of class time or independent study work. A minimum of 45 hours of work by each student is required for each unit of credit. Credit is earned only when course requirements are met. One (1) credit hour is equivalent to 15 contact hours of lecture, discussion, testing, evaluation, or seminar, as well as 30 hours of student homework. An equivalent amount of work is expected for laboratory work, internships, practica, studio, and other academic work leading to the awarding of credit hours. Credit granted for individual courses, labs, or studio classes ranges from 0.5 to 15 credit hours per semester.

Academic Freedom

SUU is operated for the common good of the greater community it serves. The common good depends upon the free search for truth and its free exposition. Academic Freedom is the right of faculty to study, discuss, investigate, teach, and publish. Academic Freedom is essential to these purposes and applies to both teaching and research.

Academic Freedom in the realm of teaching is fundamental for the protection of the rights of the faculty member and of you, the student, with respect to the free pursuit of learning and discovery. Faculty members possess the right to full freedom in the classroom in discussing their subjects. They may present any controversial material relevant to their courses and their intended learning outcomes, but they shall take care not to introduce into their teaching controversial materials which have no relation to the subject being taught or the intended learning outcomes for the course.

As such, students enrolled in any course at SUU may encounter topics, perspectives, and ideas that are unfamiliar or controversial, with the educational intent of providing a meaningful learning environment that fosters your growth and development. These parameters related to Academic Freedom are included in SUU Policy 6.6.

Academic Misconduct

Scholastic honesty is expected of all students. Dishonesty will not be tolerated and will be prosecuted to the fullest extent (see SUU Policy 6.33). You are expected to have read and understood the current SUU student conduct code (SUU Policy 11.2) regarding student responsibilities and rights, the intellectual property policy (SUU Policy 5.52), information about procedures, and what constitutes acceptable behavior.

Please Note: The use of websites or services that sell essays is a violation of these policies; likewise, the use of websites or services that provide answers to assignments, quizzes, or tests is also a violation of these policies. Regarding the use of Generative Artificial Intelligence (AI), you should check with your individual course instructor.

Emergency Management Statement

In case of an emergency, the University's Emergency Notification System (ENS) will be activated. Students are encouraged to maintain updated contact information using the link on the homepage of the mySUU portal. In addition, students are encouraged to familiarize themselves with the Emergency Response Protocols posted in each classroom. Detailed information about the University's emergency management plan can be found at https://www.suu.edu/emergency.

HEOA Compliance Statement

For a full set of Higher Education Opportunity Act (HEOA) compliance statements, please visit https://www.suu.edu/heoa. The sharing of copyrighted material through peer-to-peer (P2P) file sharing, except as provided under U.S. copyright law, is prohibited by law; additional information can be found at https://my.suu.edu/help/article/1096/heoa-compliance-plan.

You are also expected to comply with policies regarding intellectual property (SUU Policy 5.52) and copyright (SUU Policy 5.54).

Mandatory Reporting

University policy (SUU Policy 5.60) requires instructors to report disclosures received from students that indicate they have been subjected to sexual misconduct/harassment. The University defines sexual harassment consistent with Federal Regulations (34 C.F.R. Part 106, Subpart D) to include quid pro quo, hostile environment harassment, sexual assault, dating violence, domestic violence, and stalking. When students communicate this information to an instructor in-person, by email, or within writing assignments, the instructor will report that to the Title IX Coordinator to ensure students receive support from the Title IX Office. A reporting form is available at https://cm.maxient.com/reportingform.php?SouthernUtahUniv

Non-Discrimination Statement

SUU is committed to fostering an inclusive community of lifelong learners and believes our university's encompassing of different views, beliefs, and identities makes us stronger, more innovative, and better prepared for the global society.

SUU does not discriminate on the basis of race, religion, color, national origin, citizenship, sex (including sex discrimination and sexual harassment), sexual orientation, gender identity, age, ancestry, disability status, pregnancy, pregnancy-related conditions, genetic information, military status, veteran status, or other bases protected by applicable law in employment, treatment, admission, access to educational programs and activities, or other University benefits or services.

SUU strives to cultivate a campus environment that encourages freedom of expression from diverse viewpoints. We encourage all to dialogue within a spirit of respect, civility, and decency.

For additional information on non-discrimination, please see SUU Policy 5.27 and/or visit https://www.suu.edu/nondiscrimination.

Pregnancy

Students who are or become pregnant during this course may receive reasonable modifications to facilitate continued access and participation in the course. Pregnancy and related conditions are broadly defined to include pregnancy, childbirth, termination of pregnancy, lactation, related medical conditions, and recovery. To obtain reasonable modifications, please make a request to title9@suu.edu. To learn more visit: https://www.suu.edu/titleix/pregnancy.html.

Disclaimer Statement

Information contained in this syllabus, other than the grading, late assignments, makeup work, and attendance policies, may be subject to change with advance notice, as deemed appropriate by the instructor.