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The document records student name, student ID, programme, module, supervisor, due date (31/Jan/2024), word count (10137), and page count (33), plus certification and plagiarism/reference requirements for all internet materials. 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Module: Msc Academic Research Project   .    \nSupervisor: Rejwanul Haque   . .   .   Submission  \nDue Date: 31/Jan/2024    \nProject Title:Network Intrusion Detection using Supervised and Deep Learning Machine Learning Algorithms   .   ..   .….  .    \nWord Count: 10137…………………………… Page Count : 33………………………………….……. .  \nI hereby certify that the information contained in this (my submission) is information pertaining to research I conducted for this project. All information other than my own contribution will be fully referenced and listed in the relevant bibliography section at the rear of the project.  \nALL internet material must be referenced in the bibliography section. Students are required to use the Referencing Standard specified in the report template. To use other author's written or electronic work is illegal (plagiarism) and may result in disciplinary action.  \nSignature: Ayodele Oluwagbayi Jolayemi    \nDate: 31/Jan/2024    \nPLEASE READ THE FOLLOWING INSTRUCTIONS AND CHECKLIST  \n\n| Attach a completed copy of this sheet to each project (including multiple copies) | □ |\n| --- | --- |\n| Attach a Moodle submission receipt of the online project submission, to each project (including multiple copies) . | □ |\n| You must ensure that you retain a HARD COPY of the project, both for your own reference and in case a project is lost or mislaid. It isnot sufficient to keep a copy on computer. | □ |\n\nAssignments that are submitted to the Programme Coordinator Office must be placed into the assignment box located outside the office.  \n\n| Office Use Only |  |\n| --- | --- |\n| Signature: |  |\n| Date: |  |\n| Penalty Applied (if applicable): |  |\n\nTable of Contents  \n1 Introduction ......................................................................................................................................................3  \n1.1 Motivation ..............................................................................................................................................4  \n1.2 Research Question ..................................................................................................................................5  \n1.3 Research Objectives ...............................................................................................................................5  \n1.4 Summary.................................................................................................................................................5  \n2 Literature Review .............................................................................................................................................6  \n2.1 Intrusion Detection System ....................................................................................................................6  \n2.2 Deployment-based IDS ..........................................................................................................................7  \n2.3 Detection Method ...................................................................................................................................7  \n2.4 Related Work ..........................................................................................................................................8  \n2.5 Ethics ......................................................................................................................................................9  \n2.6 Summary..........................................................................................","cbCaihip4BzFdWQU","https://ap.wps.com/l/cbCaihip4BzFdWQU","pdf",1096618,33,"English","# 1 Introduction\n## 1.1 Motivation\n## 1.2 Research Question\n## 1.3 Research Objectives\n## 1.4 Summary\n# 2 Literature Review\n## 2.1 Intrusion Detection System\n## 2.2 Deployment-based IDS\n## 2.3 Detection Method\n## 2.4 Related Work\n## 2.5 Ethics\n## 2.6 Summary\n# 3 Research Methodology\n## 3.1 Business Understanding\n## 3.2 Data Understanding\n## 3.3 Data Processing\n## 3.3.1 Exploratory data analysis\n## 3.3.2 Multicollinearity analysis\n## 3.4 Modeling\n## 3.4.1 Logistic Regression\n## 3.4.2 Naïve Bayes\n## 3.4.3 Decision Tree\n## 3.4.4 Convolutional Neural Network\n## 3.4.5 Recurrent neural networks\n## 3.5 Evaluation","[{\"question\":\"Who is the supervisor and what is the due date for the submission?\",\"answer\":\"The supervisor is Rejwanul Haque, and the due date is 31/Jan/2024.\"},{\"question\":\"What requirements are stated for references and internet materials?\",\"answer\":\"All internet material must be referenced in the bibliography, and students must use the referencing standard specified in the report template. Using other authors’ work without proper referencing is treated as plagiarism.\"},{\"question\":\"What should be attached and retained when submitting the project?\",\"answer\":\"A completed copy of the sheet must be attached to each project along with a Moodle submission receipt. Students must retain a hard copy of the project and not rely only on a computer copy.\"}]","Network Intrusion Detection using Supervised and Deep Learning Machine Learning Algorithms - MSc Academic Research Project Submission Sheet - 31/Jan/2024 | PDF",83]