Venkata Kishore Aditya dakara

I built a CNN-LSTM network intrusion detection system that achieved up to 98.9% F1-score on KDD-CUP and over 99.6% accuracy on UNSW-NB15 datasets.

Using Python, Pandas, Scikit-learn, Flask, and SQLite, I created a secure web interface for real-time model interaction. I improved F1-score by 10.7% over a baseline SVM through synthetic data augmentation and a stacking ensemble.

During my cybersecurity internship at SkillDzire, I performed network scanning and traffic analysis with Wireshark and Nmap to identify vulnerabilities and unusual activity patterns. I also learned how system logs and evidence support cybercrime investigations and incident response.

I've also developed Python web application components at TransGlobal Geomatics and built a Java, JSP, and MySQL transportation management system. I'm looking to apply my threat detection, log monitoring, vulnerability scanning, and network analysis skills in a SOC or security analyst role.