Course Syllabus
Syllabus
Artificial Intelligence CS 5955/6955 Advanced Artificial Intelligence
Instructor
Instructor: | Daniel Brown |
Class Room: | BU C (Business Class Room Building) 105 |
Meeting Times: | MoWe/11:50AM - 01:10PM |
Professor Office Hours: | By appointment (email daniel.s.brown@utah.edu) |
Class Website: | https://dsbrown1331.github.io/advanced-ai/ |
Teaching Assistants: | Connor Mattson |
Email: | c.mattson@utah.edu |
TA Office Hours |
WEB 2426 Mondays + Wednesdays: 10am-11am Tuesdays: 2pm-3pm Thursdays: 12pm-2pm |
Course Description
This course focuses on advanced algorithms for intelligent sequential decision making with a focus on modern deep learning-based methods. The class will cover both the theory and practical details of the algorithms behind recent breakthroughs in many types of AI decision making, including game playing, robotics, recommendation systems, and large language models. Topics include bandit algorithms, Markov decision processes, partially observable Markov decision processes, reinforcement learning, imitation learning, inverse reinforcement learning, and reinforcement learning from human feedback.
This will be a fun, but challenging class. It is an advanced AI class so we will assume a basic understanding of machine learning basics (supervised learning, loss functions, gradient descent) and a basic understanding of AI basics (search problems, MDPs, RL high-level ideas). Note that these topics can be picked up during the class as we will try to keep things self-contained, but we will go over basic topics quickly to get to more advanced materials. Students should be comfortable writing Python code and digging through and understanding code written by others. I will try and stretch you and challenge you, but my goal is for everyone to learn lots and get an A in the class.
Goals & Objectives
At the end of this course, students will be able to:
- Understand the mathematical and algorithmic details of advanced AI models.
- Implement, test, and adapt advanced AI algorithms to different application domains.
- Have the understanding and foundation to start reading current AI literature and start doing graduate-level research in AI.
Required Materials
Communication
Please review the communication methods and requirements for this course:
Preferred Contact Methods
Please first reach out to the TA via email or Piazza with any questions regarding the course.
The easiest way to contact your instructor directly is to use the Inbox, located in the far left Canvas menu.
You can also contact your instructor in the following ways:
- Email: daniel.s.brown@utah.edu
Office Hours
The instructor will hold office hours.
Virtual Meeting Rooms(s)
Email the instructor to set up a virtual meeting time.
Use of Generative AI/AI Tools
You can use any tool you want for coding, debugging, running experiments, and brainstorming. But all written reports, written quizes in class, and reading reports should be done on your own without using any generative AI tools (i.e., you can use ChatGPT all you want when completing the assignments and the final project but when it comes time to write up your results and your findings, I expect you to do the writing yourself). Forcing yourself to write will force you to really think about what you are doing and will help you learn.
Evaluation
Your performance in this course will be evaluated by:
- Reading assignments. There will periodically be a reading assignment with a short written response that will be submitted via Canvas.
- Written Hand-written quizzes in class (these will be graded as credit/no-credit and will be used as a way to take attendance and check understanding of course materials).
- Programming Assignments (in Python)
- Final Class Project: You will get to pick an AI topic of your choice and do a deep dive and report your findings via a presentation and a written report.
Course Policies
Submitting Assignments
All assignments, unless otherwise announced, must be submitted to the designated area of
Canvas. Do not submit assignments via email.
Late Assignments
Programming assignments may be turned in late, but a penalty of 10% per day will be assessed. The final project written report cannot be turned in late because it will be due the last day of finals.
Grading
Grading for this course
Overall grades will be determined from:
-
Programming Assignments: 45%
-
Quizzes/Attendance/Reading Reports: 20%
-
Final project proposal: 5%
-
Final project presentation: 10%
-
Final project written report: 20%
Assignments (programming and final projects) are due electronically by midnight on the listed due date.
There is a moratorium on complaints about grading, etc., of one week after grades are released.
University of Utah grading scale
Letter | Scoring |
---|---|
A | 100% - 93% |
A- | 92.9% - 90% |
B+ | 89.9%–87% |
B | 86.9%–84% |
B- | 83.9% - 80% |
C+ | 79.9%–77% |
C | 76.9%–74% |
C- | 73.9% - 70% |
D+ | 69.9%–67% |
D | 66.9%–64% |
D- | 63.9% - 60% |
E | 59.9%–0% |
Accommodations
Disclaimer
Accommodations will be considered on an individual basis and may require documentation.
Please contact your instructor and/or teaching assistant as soon as possible (preferably shortly before the semester begins) to request accommodations of any kind.
Extreme personal circumstances
Please contact your instructor as soon as possible if an extreme personal circumstance
(hospitalization, death of a close relative, natural disaster, etc.) is interfering with your ability to
complete your work.
Religious Practice
To request an accommodation for religious practices, contact your instructor at the beginning of the semester.
Active Duty Military
If you are a student on active duty with the military and experience issues that prevent you from participating in the course because of deployment or service responsibilities, contact your instructor as soon as possible to discuss appropriate accommodations.
Disability Access
All written information in this course can be made available in an alternative format with prior notification to the Center for Disability Services (CDS). CDS will work with you and the instructor to make arrangements for accommodations. Prior notice is appreciated. To read the full accommodations policy for the University of Utah, please see Section Q of the Instruction & Evaluation regulations.
If you will need accommodations in this class, contact:
Center for Disability Services
801-581-5020
disability.utah.edu
162 Union Building
200 S. Central Campus Dr.
Salt Lake City, UT 84112
Changes to the Syllabus
This syllabus is not a contract. It is meant to serve as an outline and guide for your course. Please note that your instructor may modify it to accommodate the needs of your class.
You will be notified of any changes to the Syllabus.
UOnline Expectations
UOnline Student Expectations
Though the online format allows students greater flexibility to complete their work, this course does have a structure and timeline! As such, the following is expected of all students in this class:
- Students must be self-motivated, organized, and willing to stay on top of their schedules. Students should take control of their learning while in this course.
- Students are expected to follow the Core Rules of Netiquette at all times while participating in the class and communicating with others.
- Students will log in to the course a minimum of 3 times per week.
- Students are not expected to interact with their classmates in person. Students may be expected to work with classmates via online communication options like Canvas Discussions, video conferencing, or other communication technologies of choice (Groupme, FaceTime, Google Hangouts, etc).
- Students will regularly check for course updates and will update their Canvas notification settings to ensure they receive timely notifications from the course.
- Students will contact their instructor or teaching assistant in a timely manner if they have any questions, are struggling with course materials, or need further assistance from their instructor.
- If you do not hear back within 3 days after sending a message, please contact your instructor/TA again.
- Students will follow all official University of Utah policies regarding interpersonal conduct, academic dishonesty, and other rights and responsibilities of students outlined in the University of Utah Student Handbook and Code of Student Rights and Responsibilities.
- If you have any questions about this, please contact the Dean of Students.
UOnline Instructor Expectations
Your course instructor is an expert in the topics you will learn about this semester. Your instructor is your mentor and facilitator of the classroom experience, aided by teaching assistants. Instructors are committed to:
- The instructor will design the course to include lectures, learning materials, and assignments that are accessible and provide students with opportunities to learn and practice course content.
- The instructor and teaching assistants will ensure that the course remains a safe space where students can engage with difficult content thoughtfully and respectfully.
- The instructor and teaching assistants will interact with the class regularly via announcements, virtual office hours (one-on-one video conferencing), emails/the Canvas Inbox, feedback on assignments, and comments on Discussions, among other methods.
- The instructor and teaching assistants will respond to students in a timely manner: within 48 hours, not including weekends and holidays.
- The instructor and teaching assistants will be available for an individual consultation via virtual office hours (one-on-one video conferencing), email, or phone and will not require students to meet in person.
- The instructor and teaching assistants will provide relevant feedback in a timely manner.
- The instructor and teaching assistants will follow all official University of Utah policies regarding interpersonal conduct, accommodations, and other important duties.
University Policies
Americans with Disabilities Act (ADA)
The University of Utah seeks to provide equal access to its programs, services, and activities for people with disabilities.
All written information in this course can be made available in an alternative format with prior notification to the Center for Disability & Access (CDA). CDA will work with you and the instructor to make arrangements for accommodations. Prior notice is appreciated. To read the full accommodations policy for the University of Utah, please see Section Q of the Instruction & Evaluation regulations.
In compliance with ADA requirements, some students may need to record course content. Any recordings of course content are for personal use only, should not be shared, and should never be made publicly available. In addition, recordings must be destroyed at the conclusion of the course.
If you will need accommodations in this class, or for more information about what support they provide, contact:
Center for Disability & Access
801-581-5020
disability.utah.eduLinks to an external site.
Third Floor, Room 350
Student Services Building
201 S 1460 E
Salt Lake City, UT 84112
Safety at the U
The University of Utah values the safety of all campus community members. You will receive important emergency alerts and safety messages regarding campus safety via text message. For more safety information and to view available training resources, including helpful videos, visit safeu.utah.edu.
To report suspicious activity or to request a courtesy escort, contact:
Campus Police & Department of Public Safety
801-585-COPS (801-585-2677)
dps.utah.edu
1735 E. S. Campus Dr.
Salt Lake City, UT 84112
Addressing Sexual Misconduct
Title IX makes it clear that violence and harassment based on sex and gender (which includes sexual orientation and gender identity/expression) is a civil rights offense subject to the same kinds of accountability and the same kinds of support applied to offenses against other protected categories such as race, national origin, color, religion, age, status as a person with a disability, veteran’s status, or genetic information.
If you or someone you know has been harassed or assaulted, you are encouraged to report it to university officials:
Title IX Coordinator & Office of Equal Opportunity and Affirmative Action
801-581-8365
oeo.utah.edu
135 Park Building
201 Presidents' Cir.
Salt Lake City, UT 84112
Office of the Dean of Students
801-581-7066
deanofstudents.utah.edu
270 Union Building
200 S. Central Campus Dr.
Salt Lake City, UT 84112
To file a police report, contact:
Campus Police & Department of Public Safety
801-585-COPS (801-585-2677)
dps.utah.edu
1735 E. S. Campus Dr.
Salt Lake City, UT 84112
If you do not feel comfortable reporting to authorities, the U's Victim-Survivor Advocates provide free, confidential, and trauma-informed support services to students, faculty, and staff who have experienced interpersonal violence.
To privately explore options and resources available to you with an advocate, contact:
Center for Student Wellness
801-581-7776
wellness.utah.edu
350 Student Services Building
201 S. 1460 E.
Salt Lake City, UT 84112
Academic Misconduct
It is expected that students comply with University of Utah policies regarding academic honesty, including but not limited to refraining from cheating, plagiarizing, misrepresenting one’s work, and/or inappropriately collaborating. This includes the use of generative artificial intelligence (AI) tools without citation, documentation, or authorization. Students are expected to adhere to the prescribed professional and ethical standards of the profession/discipline for which they are preparing. Any student who engages in academic dishonesty or who violates the professional and ethical standards for their profession/discipline may be subject to academic sanctions as per the University of Utah’s Student Code: Policy 6-410: Student Academic Performance, Academic Conduct, and Professional and Ethical Conduct.
Plagiarism and cheating are serious offenses and may be punished by failure on an individual assignment, and/or failure in the course. Academic misconduct, according to the University of Utah Student Code:
“...Includes, but is not limited to, cheating, misrepresenting one’s work, inappropriately collaborating, plagiarism, and fabrication or falsification of information…It also includes facilitating academic misconduct by intentionally helping or attempting to help another to commit an act of academic misconduct.”
For details on plagiarism and other important course conduct issues, see the U's Code of Student Rights and Responsibilities.
The syllabus page shows a table-oriented view of the course schedule, and the basics of course grading. You can add any other comments, notes, or thoughts you have about the course structure, course policies or anything else.
To add some comments, click the "Edit" link at the top.