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Komal0624/README.md

Hi, I'm Komal πŸ‘‹

B.Tech CSE Graduate | Cybersecurity & AI/ML Enthusiast

πŸ” Cybersecurity β€’ πŸ€– Machine Learning β€’ πŸ›‘οΈ Security Research

I am a B.Tech Computer Science & Engineering graduate with a strong interest in cybersecurity, security operations, vulnerability analysis, and AI-driven security solutions.

I enjoy building practical security solutions using Machine Learning, Deep Learning, network security tools, and Linux-based environments.


πŸ§‘β€πŸ’» About Me

  • πŸŽ“ B.Tech in Computer Science & Engineering 2026 β€” CGPA: 8.72
  • πŸ” Interested in Cybersecurity, SOC Operations & Vulnerability Management
  • πŸ€– Security Research using GNNs, Transformers & Deep Learning
  • 🐧 Comfortable with Linux, Python & Bash/Shell scripting
  • 🌐 Hands-on exposure to network security, packet analysis & honeypots
  • πŸ”Ž Currently learning GRC, SIEM & Vulnerability Scanning
  • πŸ“ Open to relocation

πŸš€ Featured Projects

πŸ” Account Takeover Detection β€” GNN + Transformer

A deep learning pipeline for detecting suspicious authentication activity and user-behaviour anomalies.

Tech: Python β€’ PyTorch β€’ PyTorch Geometric β€’ GATv2 β€’ Transformer β€’ SMOTE β€’ Polars

Results:

  • F1 Score: 0.89
  • Recall: 0.92
  • MCC: 0.86
  • Extreme class imbalance: 1 : 221,766

πŸ‘‰ Repository: ato-detection-gnn-transformer


πŸ› Software Vulnerability Detection

A multi-architecture study for detecting vulnerabilities in C/C++ source code using graph-based and transformer-based deep learning approaches.

Architectures:

  • Cross-Model Learning β€” GCN + CodeBERT
  • Heterogeneous Graph Neural Network (HGNN)
  • Kolmogorov-Arnold Network (KAN)

Tech: Python β€’ PyTorch β€’ PyTorch Geometric β€’ HuggingFace Transformers β€’ Tree-sitter

Results:

  • Cross-Model: 79% F1 / 92% AUC on BigVul
  • HGNN: 72.3% F1 on Devign
  • KAN: 71.2% F1 on ReVeal

πŸ‘‰ Repository: software-vulnerability-detection


🚨 GPCFNet β€” Multimodal Toxic Content Detector

A multimodal text detection system combining semantic, character-level, phonetic and metadata features.

Tech: Python β€’ PyTorch β€’ DistilBERT β€’ Char-CNN β€’ Gradio

Result:

  • Accuracy: 96.25%

The model was designed to handle obfuscated text including leetspeak and character-substitution attacks.

πŸ‘‰ Repository: GPCFNet-Toxic-Text-Detector


πŸ” Cybersecurity Experience

Cybersecurity Research Intern

NIT Kurukshetra β€” MeitY-sponsored ISEA Project Phase III

Worked on:

  • Account Takeover detection
  • User-behaviour anomaly detection
  • Software vulnerability detection
  • Authentication log analysis
  • Graph-based deep learning for security research

Cybersecurity with AI Intern

NIIT Foundation β€” Cisco-supported

Worked with:

  • Cisco Packet Tracer
  • WPA2 wireless security
  • MAC filtering
  • Network security fundamentals
  • Firewalls
  • AI-based threat detection concepts

Project Trainee

Cyber Gyan Virtual β€” C-DAC Noida

Hands-on exposure to:

  • Cowrie Honeypot
  • SSH/Telnet environments
  • Brute-force detection
  • Intrusion pattern analysis
  • Security log analysis
  • SOC-level monitoring workflows

πŸ› οΈ Technical Skills

πŸ” Cybersecurity

Network Security Vulnerability Analysis Authentication Access Control Encryption Firewalls VPN CIA Triad Threat Monitoring

🧰 Security Tools

Wireshark Nmap Cisco Packet Tracer Cowrie Honeypot VirusTotal

πŸ€– AI / Machine Learning

PyTorch PyTorch Geometric GNN GATv2 Transformers HuggingFace DistilBERT NLP

πŸ’» Programming & OS

Python Bash Linux Windows

πŸ“Š Data & Development

SQL NumPy Polars Matplotlib Git GitHub


πŸ“š Currently Learning

πŸ”Ή GRC Fundamentals
πŸ”Ή ISO 27001
πŸ”Ή NIST Frameworks
πŸ”Ή SIEM Fundamentals β€” Splunk / ELK
πŸ”Ή Vulnerability Scanning β€” Nessus


πŸ† Achievements

  • πŸ₯‡ 1st Position β€” IEEE Day 2023, University-level Technical Poster Competition
  • πŸ’‘ Smart India Hackathon 2024 β€” Proposed a cybersecurity solution for real-time incident visibility
  • πŸ” National Workshop on Information Security 2026 β€” NIT Kurukshetra
  • 🎨 Design Head β€” ByteCode Learners Club (2023–24)

🎯 Areas of Interest

  • πŸ” Cybersecurity & Security Operations
  • πŸ›‘οΈ Vulnerability Detection & Threat Analysis
  • πŸ€– AI/ML for Cybersecurity
  • 🌐 Network Security & Monitoring
  • 🧠 Graph Neural Networks & Transformers
  • πŸ“‹ GRC, SIEM & Vulnerability Management

Popular repositories Loading

  1. Komal0624 Komal0624 Public

  2. software-vulnerability-detection software-vulnerability-detection Public

    Multimodal deep learning framework (Cross-Model, HGNN, KAN) for software vulnerability detection across BigVul, ReVeal, and Devign datasets

    Jupyter Notebook

  3. ato-detection-gnn-transformer ato-detection-gnn-transformer Public

    Hybrid GATv2 + Transformer framework for detecting Account Takeover (ATO) attacks in login authentication data under extreme class imbalance

    Jupyter Notebook

  4. GPCFNet-Toxic-Text-Detector GPCFNet-Toxic-Text-Detector Public

    Multi-feature toxic text detection using DistilBERT, Character CNN, phonetic representations and metadata fusion.

    Jupyter Notebook