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Things I've
built & broken

01
ML-Based IDS Research in SDN

Published research paper comparing machine learning and signature-based intrusion detection systems for DDoS attack detection in Software-Defined Networks. Achieved 98.86% detection accuracy using Naive Bayes trained on the InSDN dataset, outperforming Snort IDS. Presented at Computing Conference 2023 and published by Springer.

PythonMachine LearningSnortMininetOpenDayLightWEKA
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02
AbuseIPDB PowerShell Tool

A PowerShell script for SOC analysts to check and report IP addresses against AbuseIPDB. Supports bulk operations, IPv4/IPv6, CSV export and secure API key handling. Built to speed up threat intel workflows in a SOC environment.

PowerShellAbuseIPDB APIThreat IntelCSV
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03
Purple Team Home Lab

A free local purple team lab built on Proxmox using Ludus and Splunk Attack Range. Runs Linux and Windows targets with full Splunk logging on an Intel NUC. Zero cloud costs after a £50 AWS bill was the final straw.

ProxmoxLudusSplunkWindows ServerUbuntuAnsible
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