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Programme & Unit Catalogues

## CM20220: Fundamentals of machine learning

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%)
• Examination (EX 75%)
Supplementary Assessment:
Like-for-like reassessment (where allowed by programme regulations)
Requisites: Before taking this module you must take CM20219
Description: Aims:
To introduce techniques of Pattern Analysis and Statistical Machine Learning.
To enable students to model real phenomena using statistical models and probability.
To develop understanding of inference techniques and to equip students with the necessary numerical computing techniques to deploy them in practice.

Learning Outcomes:
On completion of this unit students will be able to:
1. Develop probabilistic models of real world phenomena
2. Use inference procedures and deploy relevant optimisation techniques
3. Use appropriate statistical and numerical methods in applications

Skills:
Problem Solving (T/F,A), Application of Number (T/F,A).

Content:
Probability and Statistics
* Probability Theory, Probability Distributions, Frequency, Bayesian Statistics
Inference and Numerical Methods
* Regression, Classification, Least Squares, Bayesian Estimation, Optimisation, Matrix Decomposition
Modelling and Applications
* Feature Spaces, Clustering, Density Estimation.
Programme availability:

#### CM20220 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-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)

#### CM20220 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)

 Notes: This unit catalogue is applicable for the 2019/20 academic year only. Students continuing their studies into 2020/21 and beyond should not assume that this unit will be available in future years in the format displayed here for 2019/20. 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: Find out more about these and other important University terms and conditions here. Postgraduates: Find out more about these and other important University terms and conditions here.