CS3AI18NU-Artificial Intelligence

Module Provider: Computer Science
Number of credits: 10 [5 ECTS credits]
Level:6
Semesters in which taught: Semester 1 module
Pre-requisites:
Non-modular pre-requisites:
Co-requisites:
Modules excluded:
Current from: 2023/4

Module Convenor: Dr Muhammad Shahzad
Email: m.shahzad2@reading.ac.uk

NUIST Module Lead: Shi Liang
Email: liangshi_work@163.com

Type of module:

Summary module description:

The main goal of this module is to familiarise students with fundamental methods in Artificial Intelligence such as supervised, unsupervised, reinforcement and deep learning. The students will learn how to apply these methods to real-life problems.

The module aims to provide students with theoretical and practical knowledge of Artificial Intelligence from various techniques and applications.

Aims:

The main goal of the module is to equip students with the knowledge of Artificial Intelligence algorithms and techniques to tackle real-world problems (Artificial Intelligence applications) such as predictive modeling, image and speech processing, web search, autonomous systems, games and robotics. Moreover, the module will provide an opportunity for students to develop their Python skills and apply that to Artificial Intelligence through practical assignments.

Assessable learning outcomes:

By the end of the module, students should be able to:

• understand the basic algorithms and techniques of artificial intelligence;


• apply state-of-the-art artificial intelligence algorithms and methods to real-world problems to create a small-scale AI project.

Additional outcomes:

Improved programming skills and applied AI through practical work.

Outline content:

• Nature and goals of artificial intelligence, its application areas


• Training machine learning models


• Natural language processing


• Image processing


• Deep learning


• Reinforcement learning

Brief description of teaching and learning methods:

The module consists of lectures and tutorials throughout the term.

Contact hours:

	Semester 1	Semester 2
Lectures	10
Seminars	10
Guided independent study:
Other	80
Total hours by term	100	0
Total hours for module	100

Summative Assessment Methods:

Method	Percentage
Written exam	50
Set exercise	50

Summative assessment- Examinations:

One 1.5-hour examination paper in Dec/Jan.

Summative assessment- Coursework and in-class tests:

One project-based assignment (50%).

Formative assessment methods:

Formative feedback on the project as it's being developed during the lab sessions.

Penalties for late submission:

The Support Centres will apply the following penalties for work submitted late:

• where the piece of work is submitted after the original deadline (or any formally agreed extension to the deadline): 10% of the total marks available for that piece of work will be deducted from the mark for each working day (or part thereof) following the deadline up to a total of five working days;
• where the piece of work is submitted more than five working days after the original deadline (or any formally agreed extension to the deadline): a mark of zero will be recorded.

The University policy statement on penalties for late submission can be found at: https://www.reading.ac.uk/cqsd/-/media/project/functions/cqsd/documents/cqsd-old-site-documents/penaltiesforlatesubmission.pdf
You are strongly advised to ensure that coursework is submitted by the relevant deadline. You should note that it is advisable to submit work in an unfinished state rather than to fail to submit any work.

Assessment requirements for a pass:

A mark of 40% overall.

Reassessment arrangements:

One 2-hour examination paper in the NUIST reassessment period.  Note that the resit module mark will be the higher of (a) the mark from this resit exam and (b) an average of this resit exam mark and previous coursework marks, weighted as per the first attempt (50% exam, 50% coursework).

Additional Costs (specified where applicable):

1) Required text books: 

2) Specialist equipment or materials: 

3) Specialist clothing, footwear or headgear: 

4) Printing and binding: 

5) Computers and devices with a particular specification: 

6) Travel, accommodation and subsistence: 

Last updated: 11 May 2023