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WOA7015 Advanced Machine Learning

Course Learning Outcomes
At the end of the course, students are able to:
1. Practice concepts and techniques for machine learning related to digital and numerical methods.
2. Report the solution to machine learning problems by devising and listing the steps in machine
learning applied to solve different types of problems
3. Demonstrate skills and knowledge on machine learning by managing a machine learning project

Synopsis of Course Content
This course introduces advanced concepts and techniques for machine learning. It covers topics such
as linear and logistic regression, decision tree, neural network, and support vector machines as well as
reinforcement learning.

Evaluation and Weightage

Continuous Assessment : 50 %
Final Examination : 50%

WOA7017 Security Risk Analysis and Evaluation

Course Learning Outcomes
At the end of the course, students are able to:
1. Explain the concepts of security risk assessment.
2. Apply suitable security risk assessment methods.
3. Evaluate a particular security risk assessment method.

Synopsis of Course Content
This course introduces the concepts and techniques used in security risk analysis and evaluation. It
includes a comprehensive explanation of the six basic phases of security risk assessment, i.e. project
definition, project preparation, data gathering, risk analysis, risk mitigation, and risk reporting and
resolution. The course also explains several risk assessment methods and describes techniques to
measure the effectiveness of a particular method.

Evaluation and Weightage
Continuous Assessment : 50%
Final Examination : 50%