N00BIoT is a New Computer Security Start-Up - IT/Computer Science Assignment Help

Assignment Task:

Description: Improvements to malware detection and classification—PCA and Visualisation

Assignment marks: 20% of the final mark for this unit

Submission guidelines

Your submission must include the following:

• • your report (4 pages or less)
• • a copy of your R code
• • the dataset containing your sub-sample of 350 observations.

The report must be submitted through Turnitin to be checked for originality. The R code and data file are to be submitted separately via a Blackboard submission link.

Note that no marks will be given if the results you have provided cannot be confirmed by your code.

Assignment overview

Machine learning is not all about autonomous vehicles and terminator robots. Techniques such as principal component analysis (PCA) and data visualisation can help to gain a deeper understanding of the world around us. Many machine learning techniques aspire to reduce the complexity of data to simplify comparison and classification.

Computational techniques for analysing characteristics of objects can help to identify patterns and attributes that can then be used to classify these objects such as which species of plant a cell belongs to, the key drivers for business profitability or what traits are common in certain diseases.

Background

N00BIoT

N00BIoT is a new computer security start-up. They have developed a secure appliance that has had great success in detecting and preventing network intrusion from Internet of Things (IoT) based threats. Their award winning N00BIoT shield is a small box that connects to the network and isolates IoT devices from other devices.

N00BIoT Email Sentry

In early 2019, N00BIoT has received investor capital to further improve their N00BIoT shield by adding email and data protection features. The software development team is experienced with internet security concepts and very capable of developing successful applications.

N00BIoT released version 1 of their N00BIoT Email Sentry in July 2019. The goal of the product was to add email threat detection to their N00BIoT shield. The product worked by scanning all emails for characteristics familiar to cyber security experts. When the system detected a certain match of characteristics, it takes action to quarantine emails to prevent the spread of malware. Unfortunately, the product was not successful; N00BIoT Email Sentry suffered from poor threat detection rates and excessive false positives, which resulted in user inconvenience and delayed email delivery. In September 2019 (after significant bad press) N00BIoT Email Sentry was scrapped and removed from the N00BIoT shield environment. As a result, in December 2019 the N00BIoT board voted to appoint a new CEO to see the company through a new phase of product development.

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