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Lecture notes Programming for the Web (SET11505)
Module Learning and Content 
In this module you will learn how do design and implement dynamic web sites, from the basics to modern frameworks and current professional practice. 
Covered topics are: 
 
General client-side technologies: HTML, CSS, JavaScript 
Client-side frameworks: Bootstrap, jQuery, jQuery-Mobile 
A general overview of server-side development frameworks (such as PHP and ASP.NET) as well as how HTTP connects everything together 
Data handling/persistence mechanisms: Databases, E...
- Class notes
- • 228 pages •
Module Learning and Content 
In this module you will learn how do design and implement dynamic web sites, from the basics to modern frameworks and current professional practice. 
Covered topics are: 
 
General client-side technologies: HTML, CSS, JavaScript 
Client-side frameworks: Bootstrap, jQuery, jQuery-Mobile 
A general overview of server-side development frameworks (such as PHP and ASP.NET) as well as how HTTP connects everything together 
Data handling/persistence mechanisms: Databases, E...
Lecture notes and practical Concurrent and Parallel Systems (SET10108)
Concurrency 
Parallelism 
Synchronization 
Mutual Exclusion 
Deadlocks 
Race Conditions 
Thread Safety 
Processes and Threads 
Parallel Programming Models (e.g., OpenMP, MPI, CUDA) 
Distributed Computing 
High-Performance Computing 
GPU Computing 
Operating System Support for Concurrency and Parallelism 
Performance Analysis and Optimization
- Class notes
- • 171 pages •
Concurrency 
Parallelism 
Synchronization 
Mutual Exclusion 
Deadlocks 
Race Conditions 
Thread Safety 
Processes and Threads 
Parallel Programming Models (e.g., OpenMP, MPI, CUDA) 
Distributed Computing 
High-Performance Computing 
GPU Computing 
Operating System Support for Concurrency and Parallelism 
Performance Analysis and Optimization
Lecture notes and practical Multi-Agent Systems (SET10111)
This document contains: 
Week	 Topic 
2	 Introduction to multi-agent systems 
3	 Intelligent agents 
4	 Deductive reasoning agents 
5	 BDI architecture 
6	 Reactive and hybrid architectures 
7	 Agent communication protocols 
8	 Auction protocols for allocating scarce resources 
9	 Game theory 1: Single-shot games 
10	 Game theory 2: Repeated games 
11	 Self-organising multi-agent systems 
12	 Guest lecture: Research topics in multi-agent...
- Class notes
- • 362 pages •
This document contains: 
Week	 Topic 
2	 Introduction to multi-agent systems 
3	 Intelligent agents 
4	 Deductive reasoning agents 
5	 BDI architecture 
6	 Reactive and hybrid architectures 
7	 Agent communication protocols 
8	 Auction protocols for allocating scarce resources 
9	 Game theory 1: Single-shot games 
10	 Game theory 2: Repeated games 
11	 Self-organising multi-agent systems 
12	 Guest lecture: Research topics in multi-agent...
Lecture notes Formal Approaches to Software Engineering (SET10112/SET10412)
Lecture notes Formal Approaches to Software Engineering (SET10112/SET10412) 
Formal Methods 
Formal Specification Languages (e.g., Z, B, VDM, Alloy, TLA+) 
Model Checking 
Theorem Proving 
Software Verification and Validation 
Correctness by Construction 
Design by Contract 
Abstract Data Types 
Type Systems 
Refinement 
Safety and Security 
Software Engineering Processes and Formal Methods 
Industrial Applications of Formal Methods 
Logic and Programming Language Semantics 
Concurrent and Dist...
- Class notes
- • 67 pages •
Lecture notes Formal Approaches to Software Engineering (SET10112/SET10412) 
Formal Methods 
Formal Specification Languages (e.g., Z, B, VDM, Alloy, TLA+) 
Model Checking 
Theorem Proving 
Software Verification and Validation 
Correctness by Construction 
Design by Contract 
Abstract Data Types 
Type Systems 
Refinement 
Safety and Security 
Software Engineering Processes and Formal Methods 
Industrial Applications of Formal Methods 
Logic and Programming Language Semantics 
Concurrent and Dist...
Lecture notes and Practical - Software Engineering (SET09102) Object-Oriented Systems Analysis and Design Using Uml, ISBN: 9780077110000
Software Development Life Cycle (SDLC) 
Software Design Patterns 
Object-Oriented Design (OOD) 
Agile Methodologies 
Test-Driven Development (TDD) 
Refactoring 
Continuous Integration and Continuous Deployment (CI/CD) 
Software Metrics 
Software Quality Assurance (SQA) 
Software Configuration Management (SCM) 
Software Requirements Engineering 
Software Project Management 
Software Architecture 
Formal Methods 
Human-Computer Interaction (HCI) 
 
Module focuses on: 
Focus – advanced SE topics ...
- Book
- Class notes
- • 434 pages •
Software Development Life Cycle (SDLC) 
Software Design Patterns 
Object-Oriented Design (OOD) 
Agile Methodologies 
Test-Driven Development (TDD) 
Refactoring 
Continuous Integration and Continuous Deployment (CI/CD) 
Software Metrics 
Software Quality Assurance (SQA) 
Software Configuration Management (SCM) 
Software Requirements Engineering 
Software Project Management 
Software Architecture 
Formal Methods 
Human-Computer Interaction (HCI) 
 
Module focuses on: 
Focus – advanced SE topics ...
Lecture notes and practical (revision) Artifical Intelligence (SET09122)
Lecture notes and practical for Artificial Intelligence (AI) 
Machine Learning 
Natural Language Processing (NLP) 
Computer Vision 
Robotics 
Expert Systems 
Neural Networks 
Deep Learning 
Reinforcement Learning 
Fuzzy Logic 
Genetic Algorithms 
Swarm Intelligence 
Bayesian Networks 
Cognitive Computing 
Knowledge Representation and Reasoning 
AI Ethics
- Class notes
- • 266 pages •
Lecture notes and practical for Artificial Intelligence (AI) 
Machine Learning 
Natural Language Processing (NLP) 
Computer Vision 
Robotics 
Expert Systems 
Neural Networks 
Deep Learning 
Reinforcement Learning 
Fuzzy Logic 
Genetic Algorithms 
Swarm Intelligence 
Bayesian Networks 
Cognitive Computing 
Knowledge Representation and Reasoning 
AI Ethics
Lecture notes and practical notes - Artifical Intelligence (SET09122) Artificial Intelligence: A Modern Approach, Global Edition, ISBN: 9781292401133
Lecture notes and practical notes - Artifical Intelligence (SET09122) Artificial Intelligence: A Modern Approach, Global Edition, ISBN: 1133: 
 
- Machine Learning 
- Natural Language Processing (NLP) 
- Computer Vision 
- Robotics 
- Expert Systems 
- Neural Networks 
- Deep Learning 
- Reinforcement Learning 
- Fuzzy Logic 
- Genetic Algorithms 
- Swarm Intelligence 
- Bayesian Networks 
- Cognitive Computing 
- Knowledge Representation and Reasoning 
- AI Ethics
- Book
- Class notes
- • 178 pages •
Lecture notes and practical notes - Artifical Intelligence (SET09122) Artificial Intelligence: A Modern Approach, Global Edition, ISBN: 1133: 
 
- Machine Learning 
- Natural Language Processing (NLP) 
- Computer Vision 
- Robotics 
- Expert Systems 
- Neural Networks 
- Deep Learning 
- Reinforcement Learning 
- Fuzzy Logic 
- Genetic Algorithms 
- Swarm Intelligence 
- Bayesian Networks 
- Cognitive Computing 
- Knowledge Representation and Reasoning 
- AI Ethics
Lecture notes and practical for Data Analytics (SET09120)
Lecture notes and practical for Data Analytics (SET09120) 
- Data mining 
- Data visualization 
- Predictive modeling 
- Machine learning 
- Statistical analysis 
- Big data 
- Business intelligence 
- Data-driven decision making 
- Data cleaning/preparation 
- Exploratory data analysis 
 
These terms are all related to the process of collecting, processing, analyzing, and interpreting large sets of data in order to gain insights and make informed decisions.
- Class notes
- • 197 pages •
Lecture notes and practical for Data Analytics (SET09120) 
- Data mining 
- Data visualization 
- Predictive modeling 
- Machine learning 
- Statistical analysis 
- Big data 
- Business intelligence 
- Data-driven decision making 
- Data cleaning/preparation 
- Exploratory data analysis 
 
These terms are all related to the process of collecting, processing, analyzing, and interpreting large sets of data in order to gain insights and make informed decisions.
Lecture notes and practicals for Secure Software Development
Document contains all lectures and practical/tutorial exercises 
An indicative list of the topics includes: 
 
- Common Web vulnerabilities (e.g. XSS, CSRF, SQL Injection) and the corresponding countermeasures. 
- Log management & intrusion detection mechanisms. 
- Securing data at rest and in transit. 
- Authentication and session management. 
- JSON Web Tokens. 
- Race condition and safe-IO. 
- Secure SDLC and security testing
- Book
- Class notes
- • 268 pages •
Document contains all lectures and practical/tutorial exercises 
An indicative list of the topics includes: 
 
- Common Web vulnerabilities (e.g. XSS, CSRF, SQL Injection) and the corresponding countermeasures. 
- Log management & intrusion detection mechanisms. 
- Securing data at rest and in transit. 
- Authentication and session management. 
- JSON Web Tokens. 
- Race condition and safe-IO. 
- Secure SDLC and security testing