Callum Cameron

Cyber Security & Digital Forensics Graduate

First Class Honours • Edinburgh Napier University

Perth, Scotland

I focus on defensive security, threat detection, and security engineering. Really interested in how machine learning can help with cybersecurity, digital forensics, and building better solutions for security problems.

About Me

I'm a cybersecurity graduate who's really into defensive security, digital forensics, and figuring out how new tech can help solve security problems.

I graduated from Edinburgh Napier University with a degree in Cyber Security & Digital Forensics. I've spent a lot of time learning about modern security challenges and how to actually solve them.

My dissertation on federated learning for intrusion detection got over 99% detection accuracy. I also worked as a Teaching Assistant helping students with Python and cybersecurity concepts.

Through projects in penetration testing, malware analysis, and cloud security, I've built up practical skills for real security challenges. I've done everything from AI-powered security solutions to full security assessments.

Before cybersecurity, I worked in customer service which really helped with communication and working under pressure - pretty important for incident response and team collaboration.

Defensive Security

SOC operations, threat detection, incident response, and security monitoring expertise.

Digital Forensics

Evidence collection, analysis techniques, and investigation methodologies for cyber incidents.

AI Security

Machine learning applications in cybersecurity, including federated learning and threat intelligence.

What I'm Into

SOC Analysis Threat Hunting Incident Response SIEM Management Cloud Security Penetration Testing Security Engineering Malware Analysis

University Projects

Comprehensive academic projects demonstrating advanced cybersecurity knowledge and practical implementation skills across diverse security domains.

Federated Learning Intrusion Detection System

Dissertation Project

Developed an innovative federated learning approach for privacy-preserving intrusion detection using the CICIDS2017 dataset. Achieved over 99% detection accuracy while maintaining data privacy across distributed networks.

Technologies Used

PyTorch Flower Framework Python Machine Learning Network Security

Key Achievements

  • 99%+ detection accuracy on CICIDS2017 dataset
  • Privacy-preserving distributed learning implementation
  • Comprehensive evaluation against centralized approaches

Industry LLM Security Evaluation

WWT Industry Project

Collaborated with WWT to evaluate security implications of Large Language Models in enterprise environments. Conducted comprehensive threat modeling and developed security recommendations.

Technologies Used

Python LLM APIs Threat Modeling Security Assessment Risk Analysis

Key Outcomes

  • Comprehensive LLM security framework development
  • Industry-standard threat modeling methodology
  • Practical security recommendations for enterprise deployment

Cloud-Based Malware Analysis Lab

Infrastructure Project

Designed and implemented a scalable cloud-based malware analysis laboratory using containerization and automation. Enabled safe analysis of malicious samples with comprehensive logging and reporting.

Technologies Used

Docker AWS Linux YARA Volatility Cuckoo Sandbox

Key Features

  • Automated malware analysis pipeline
  • Isolated containerized analysis environments
  • Comprehensive reporting and IOC extraction

Web Application Penetration Test

Security Assessment

Conducted comprehensive penetration testing of a purpose-built vulnerable web application. Identified critical vulnerabilities and provided detailed remediation recommendations following industry best practices.

Technologies Used

Burp Suite OWASP ZAP Nmap Metasploit SQL Injection XSS

Assessment Coverage

  • OWASP Top 10 vulnerability assessment
  • Authentication and authorization testing
  • Detailed remediation documentation

GitHub Projects

Explore my open-source contributions and personal projects showcasing practical cybersecurity implementations and development skills.

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Technical Skills

Comprehensive technical expertise across cybersecurity, programming, and emerging technologies, built through academic excellence and practical application.

Programming & Development

Python Advanced

Machine Learning, Security Tools, Automation

JavaScript/TypeScript Proficient

React, Node.js, Full-stack Development

Java Intermediate

Enterprise Applications, Security Libraries

C/C++ Intermediate

System Programming, Performance Optimization

Cybersecurity

Penetration Testing Advanced

OWASP, Burp Suite, Metasploit

Digital Forensics Advanced

Evidence Analysis, Memory Forensics

Threat Detection Proficient

IDS/IPS, SIEM, Threat Hunting

Incident Response Proficient

Containment, Analysis, Recovery

Tools & Platforms

Linux/Unix Advanced

System Administration, Scripting

Cloud Security Proficient

AWS, Azure, Container Security

Network Security Proficient

Firewalls, VPN, Network Analysis

Virtualization Intermediate

VMware, Docker, Kubernetes

Machine Learning & AI

PyTorch Advanced

Deep Learning, Neural Networks

Federated Learning Advanced

Flower Framework, Privacy-Preserving ML

Data Analysis Proficient

Pandas, NumPy, Scikit-learn

AI Security Intermediate

LLM Security, AI Threat Detection

Continuous Learning & Development

Committed to staying current with rapidly evolving cybersecurity landscape through continuous learning, professional development, and hands-on experimentation with emerging technologies and security tools.

Lifelong Learning

Constantly updating skills through courses, certifications, and self-study

Community Engagement

Active participation in cybersecurity communities and knowledge sharing

Practical Application

Hands-on experimentation with new tools and techniques in lab environments

Professional Experience

Proven track record of excellence in both academic and professional environments, with strong leadership, communication, and technical skills.

Teaching Assistant

Edinburgh Napier University
Edinburgh, Scotland
2025 - 2026
Academic

Provided comprehensive Python programming support and data analytics guidance to undergraduate students, enhancing their understanding of complex technical concepts and practical applications.

Key Achievements

  • Delivered Python programming support to 100+ students
  • Mentored students in data analytics and programming fundamentals
  • Provided technical troubleshooting and debugging assistance
  • Facilitated understanding of cybersecurity programming concepts
  • Maintained high student satisfaction scores in feedback evaluations

Skills Developed

Python Programming Data Analytics Student Mentoring Technical Support Communication

Customer Assistant

Marks & Spencer
Perth, Scotland
2019 - present
Customer Service

Delivered exceptional customer service in a fast-paced retail environment, developing strong communication, problem-solving, and leadership skills while managing diverse customer needs and conflict resolution scenarios.

Key Achievements

  • Maintained excellent customer satisfaction ratings over 5 years
  • Demonstrated strong communication and interpersonal skills
  • Effectively resolved customer complaints and conflicts
  • Collaborated with diverse teams in high-pressure environments
  • Developed leadership qualities through training new team members
  • Consistently met and exceeded sales targets and KPIs

Skills Developed

Customer Service Communication Problem Solving Teamwork Conflict Resolution Leadership

Professional Strengths

Combining technical expertise with strong interpersonal skills, I bring a unique perspective to cybersecurity roles with proven ability to communicate complex concepts effectively and work collaboratively in diverse environments.

Communication

5+ years customer-facing experience and teaching assistance

Leadership

Demonstrated through CTF activities and mentoring experience

Technical Expertise

First-class cybersecurity degree with practical application

Education

First-class academic foundation in cybersecurity with comprehensive knowledge across defensive security, digital forensics, and emerging technologies.

BEng (Hons) Cyber Security and Digital Forensics

Edinburgh Napier University
Edinburgh, Scotland
2020 - 2024
First Class Honours

Degree Overview

Comprehensive four-year programme covering all aspects of cybersecurity and digital forensics. Focused on practical skills development, industry-relevant technologies, and advanced coursework in areas such as threat detection, incident response, and security system design.

Dissertation Summary

"Federated Learning for Privacy-Preserving Intrusion Detection Systems"

Investigated the application of federated learning to intrusion detection, comparing centralised and distributed approaches using the CICIDS2017 dataset. Achieved over 99% detection accuracy while maintaining data privacy across distributed networks.

PyTorch Flower Framework Machine Learning Network Security

Key Modules

Advanced Cybersecurity
Digital Forensics
Network Security
Ethical Hacking
Cryptography
Security Management

Academic Achievements

First Class Honours Degree

Achieved top classification in BEng Cyber Security and Digital Forensics

Outstanding Dissertation

Federated Learning IDS project with 99%+ detection accuracy

Academic Excellence

Consistent high performance across all cybersecurity modules

University Recognition & Impact

My academic journey at Edinburgh Napier University was marked by consistent excellence, innovative academic projects, and active engagement with the cybersecurity community through ENUSEC activities and peer mentoring.

99%+
Dissertation Detection Accuracy
1st
Class Honours Achievement
4
Years Academic Excellence

Get In Touch

Looking for opportunities in cybersecurity. Let's chat about how I can help your team.

Let's Chat

I'm looking for roles in SOC analysis, threat hunting, security engineering, or software development with a security focus. If you've got something interesting going on, I'd love to hear about it.

Location

Perth, Scotland

Available for remote work & relocation

Connect With Me

Open to Opportunities

Looking for full-time work in cybersecurity or security-focused development. Open to graduate programs, internships, and entry-level roles too.

Send a Message

Your message will be sent securely. I typically respond within 24-48 hours.