Prayag Piya

Cybersecurity & ML Engineer

Building intelligent systems that defend, adapt, and respond to cyber threats autonomously. Specialized in AI-driven security tools and graph-based threat modeling.

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About Me

Passionate about building the future of cybersecurity through machine learning and automation.

Mission

Building intelligent systems that defend, adapt, and respond to cyber threats autonomously. I believe the future of cybersecurity lies in machine learning–driven defense, where systems not only detect attacks but learn and evolve with every threat.

Focus

Developing AI-assisted security tools — from incident response automation to graph-based intrusion detection using neural networks.

Education

  • • MSc, Computer Science - Lakehead University
  • • Postgraduate in Cybersecurity - Centennial College
  • • BSc (Hons), Computer Network & IT Security - London Metropolitan University

Research Focus

Exploring how Graph Neural Networks (GNNs) can map relationships between attack vectors, user behavior, and network events — enabling systems to anticipate and isolate threats before they spread.

Featured Projects

A selection of my cybersecurity and machine learning projects

Jupyter Notebook

Semantic Search

Advanced semantic search implementation using machine learning techniques for intelligent content retrieval.

Python ML NLP
Python

Blockchain

Blockchain implementation with security features and distributed consensus mechanisms.

Python Blockchain Cryptography
C++

Federated Learning

Privacy-preserving machine learning framework for distributed training across multiple nodes.

C++ ML Privacy
Python

LSTM Networks

Deep learning project focusing on Long Short-Term Memory networks for sequence prediction tasks.

Python Deep Learning LSTM
Jupyter Notebook

Tic-Tac-Toe AI

Intelligent Tic-Tac-Toe game with AI opponent using reinforcement learning techniques.

Python AI Reinforcement Learning
Go

Security Tool

Comprehensive security tool for bug bounty, penetration testing, and red teaming operations.

Go Security Penetration Testing

Technical Skills

Proficient in various programming languages, frameworks, and security tools

Programming Languages

Python Rust C++ JavaScript Bash Go

Frameworks & Libraries

FastAPI TensorFlow PyTorch React scikit-learn

Security Stack

ELK Stack Bitdefender EDR PCI-DSS SIEM Zabbix

Cloud & DevOps

AWS Azure Docker GitHub Actions Jenkins

Databases

MySQL PostgreSQL MongoDB

Specializations

Machine Learning Cybersecurity Graph Neural Networks Security Automation

Let's Connect

Interested in AI-driven security systems, automation in SOC operations, or graph-based threat modeling? I'd love to chat!