Artificial Intelligence

Cod y Modiwl
CS26520
Teitl y Modiwl
Artificial Intelligence
Blwyddyn Academaidd
2027/2028
Semester
Semester 2
Cyd-gysylltydd y Modiwl
Dr Richard Jensen
Rhestr Ddarllen
Gweld ar Aspire
Cyd-Ofynion
CC21120 neu CS21120
Staff Eraill sy'n Cyfrannu
Dr Richard Jensen
Dr Myra Wilson

Dulliau Asesu

Math o Asesiad

Manylion Asesiad

Cyfran
Asesiad Semester Blackboard test: 2 Awr 30%
Arholiad Semester Written exam: 2 Awr 70%
Arholiad Ailsefyll Blackboard test: 2 Awr 30%
Arholiad Ailsefyll Written exam: 2 Awr 70%

Canlyniadau Dysgu

Wedi cwblhau'r modiwl dylai'r myfyrwyr fedru:

  1. ​Write simple programs to solve problems using an AI technique discussed in the module.
  2. Demonstrate an understanding of the search techniques discussed in this module.
  3. Demonstrate an understanding of evolutionary algorithms and swarms.
  4. Describe the importance of propositional and predicate logic in Artificial Intelligence systems and solve simple problems.
  5. Apply data mining algorithms to data and interpret the results.
  6. Explain the function and use of fuzzy logic.

Disgrifiad cryno

This module begins with a motivational section on the foundations of AI and philosophical/ethical considerations before moving on to the main topics. These include knowledge representation, logic and fuzzy logic, data mining (focusing on classification and clustering), search (finding solutions to problems), and evolutionary algorithms and swarms.

Cynnwys

Introduction to AI
What is required to get computers to produce AI? Philosophical debate and ethical issues. Applications of AI.

Knowledge Representation and Logic
Symbolic and sub-symbolic representations, logical representation for problem solving.

Fuzzy Logic
Fuzzy sets and rules. Fuzzy inference.

Data Mining
Overview of data mining. KNN classification. K-means clustering. Hierarchical clustering.

Search
Searching for solutions using both uninformed and heuristic search.

Optimisation with Evolutionary Algorithms and Swarms
Evolutionary algorithms, selection mechanisms, variation operators. Swarm intelligence.

AI in Research
An invited speaker will talk about their current research in AI.

Revision
A recap of the material.

Sgiliau Modiwl

Math o Sgiliau

Manylion Sgiliau
Cyfathrebu Written skills needed for the exam.
Datblygu personol a chynllunio gyrfa Will feed into students' future career plans.
Datrys Problemau In-class test and exam promotes and assesses this.
Gwella dysgu a pherfformiad ei hun In-class test requires self-motivated study and work.
Rhifedd Many AI techniques require number application.
Sgiliau pwnc penodol AI techniques
Sgiliau ymchwil Assessing AI techniques for use in the assessments requires reading and researching other materials.
Technoleg Gwybodaeth Inherent in the topic.

Nodau

Mae'r modiwl hwn yn cydymffurfio a FfCChC Lefel 5