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CM20252: Artificial intelligence

Academic Year: 2018/9
Owning Department/School: Department of Computer Science
Credits: 6      [equivalent to 12 CATS credits]
Notional Study Hours: 120
Level: Intermediate (FHEQ level 5)
Period:
Semester 2
Assessment Summary: CW 25%, EX 75%
Assessment Detail:
  • Coursework (CW 25%)
  • B- Exam (EX 75%)
Supplementary Assessment:
Like-for-like reassessment (where allowed by programme regulations)
Requisites: Before taking this module you must ( take CM10228 OR take XX10190 ) AND take CM20254
Description: Aims:
To present a detailed introduction to formal artificial intelligence To establish a practical understanding of intelligence and computation as strategies for problem solving, and the nature of the problems amenable to various established strategies and approaches.

Learning Outcomes:
On completion of this unit, students will be able to:
1. Understand a wide range of AI techniques, their advantages and disadvantages.
2. Appreciate AI as a mechanism to deal with computationally hard problems in a practical manner
3. Understand the concepts of formal AI and put them into practice.
4. Write small to medium sized programs for aspects of Artificial Intelligence.

Skills:
Use of IT (T/F,A) Problem solving (T/F,A).

Content:
Goals and foundations of AI
Problem solving (uninformed, heuristic, and adversarial search; constraint satisfaction)
Logical reasoning (propositional logic, first-order logic, logic programming)
Probabilistic reasoning (probability models, Bayesian networks)
Machine learning (possible topics include decision trees, nearest-neighbor methods, reinforcement learning, neural networks, support vector machines, boosting).
State-of-the-art AI applications will be discussed throughout the unit. 		Before taking this module you must ( take CM10228 OR take XX10190 ) AND take CM20254
Programme availability:

CM20252 is Compulsory on the following programmes:

Department of Computer Science
  • USCM-AFB06 : BSc(Hons) Computer Science (Year 2)
  • USCM-AAB07 : BSc(Hons) Computer Science with Study year abroad (Year 2)
  • USCM-AKB07 : BSc(Hons) Computer Science with Year long work placement (Year 2)
  • USCM-AFB09 : BSc(Hons) Computer Science with Business (Year 2)
  • USCM-AAB10 : BSc(Hons) Computer Science with Business with Study year abroad (Year 2)
  • USCM-AKB10 : BSc(Hons) Computer Science with Business with Year long work placement (Year 2)
  • USCM-AFM01 : MComp(Hons) Computer Science (Year 2)
  • USCM-AAM02 : MComp(Hons) Computer Science with Study year abroad (Year 2)
  • USCM-AKM02 : MComp(Hons) Computer Science with Year long work placement (Year 2)
Department of Electronic & Electrical Engineering
  • UEEE-AFB13 : BEng(Hons) Computer Systems Engineering (Year 2)
  • UEEE-AKB13 : BEng(Hons) Computer Systems Engineering with Year long work placement (Year 2)
  • UEEE-AFM13 : MEng(Hons) Computer Systems Engineering (Year 2)
  • UEEE-AKM13 : MEng(Hons) Computer Systems Engineering with Year long work placement (Year 2)

CM20252 is Optional on the following programmes:

Department of Computer Science
  • USCM-AFB20 : BSc(Hons) Computer Science and Mathematics (Year 2)
  • USCM-AAB20 : BSc(Hons) Computer Science and Mathematics with Study year abroad (Year 2)
  • USCM-AKB20 : BSc(Hons) Computer Science and Mathematics with Year long work placement (Year 2)
  • USCM-AFM14 : MComp(Hons) Computer Science and Mathematics (Year 2)
  • USCM-AAM14 : MComp(Hons) Computer Science and Mathematics with Study year abroad (Year 2)
  • USCM-AKM14 : MComp(Hons) Computer Science and Mathematics with Year long work placement (Year 2)
Department of Mathematical Sciences
  • USMA-AFB15 : BSc(Hons) Mathematical Sciences (Year 2)
  • USMA-AFB15 : BSc(Hons) Mathematical Sciences (Year 3)
  • USMA-AAB16 : BSc(Hons) Mathematical Sciences with Study year abroad (Year 2)
  • USMA-AAB16 : BSc(Hons) Mathematical Sciences with Study year abroad (Year 4)
  • USMA-AKB16 : BSc(Hons) Mathematical Sciences with Year long work placement (Year 2)
  • USMA-AKB16 : BSc(Hons) Mathematical Sciences with Year long work placement (Year 4)
  • USMA-AFB13 : BSc(Hons) Mathematics (Year 2)
  • USMA-AFB13 : BSc(Hons) Mathematics (Year 3)
  • USMA-AAB14 : BSc(Hons) Mathematics with Study year abroad (Year 2)
  • USMA-AAB14 : BSc(Hons) Mathematics with Study year abroad (Year 4)
  • USMA-AKB14 : BSc(Hons) Mathematics with Year long work placement (Year 2)
  • USMA-AKB14 : BSc(Hons) Mathematics with Year long work placement (Year 4)
  • USMA-AFM14 : MMath(Hons) Mathematics (Year 3)
  • USMA-AKM15 : MMath(Hons) Mathematics with Year long work placement (Year 4)

Notes:

  • This unit catalogue is applicable for the 2018/19 academic year only. Students continuing their studies into 2019/20 and beyond should not assume that this unit will be available in future years in the format displayed here for 2018/19.
  • Programmes and units are subject to change in accordance with normal University procedures.
  • Availability of units will be subject to constraints such as staff availability, minimum and maximum group sizes, and timetabling factors as well as a student's ability to meet any pre-requisite rules.
  • Undergraduates: .
  • Postgraduates: .