akushal/cyber-security

Anomaly Detection (Network Intrusion Detection) & Utilities

Cyber Security

Cyber Security related self-learnings. CMPT 318: Cyber Security can be found Here

Projects Here

• Anomaly Detection (Network Intrusion Detection)

  • KDD cup ‘99

    • 100% Accuracy
    • Blog post

  • NSL-KDD (corrected dataset based off KDD cup ‘99’)

    • 98% Accuracy
    • Blog post - Affects of Dimensionality Reduction
      • Blog post

  • UNSW_NB15

    • 92% Accuracy
      • 91% Accuracy with feedforward nerual network,92% with Ensemble (non nerual network techniques 'voting')
      • attempt at autoencoder of amonaly detection

  • Anomaly Detection (Finance)

    • SPX 500 - pointing out oddities from the past
      • Some argue the stock market is a random signel, which tends to have a positive trent in the long run. So, I tried Anomaly Detection on it

• Utilities

  • Dos script
  • File (de)Encrption - boilerplate code for my latter use
  • Simple keylogger
  • unExpectedProcessChecker - outputs the mutually exclusive set of processes, given set A, which is hardcoded, and set B, which is from the windows environment being run on

Related projects

1. CMPT 318: Cyber Security
   • Presenation on Anomaly Detection
2. myPybackdoor
   • Navigrate Directories
   • Download, Create, and Delete Files
   • Execute custom CMD commands
   • Get wifi Password list
3. chromePasswordThieve
   • Grab passwords saved in chrome and email them out
   • Blog post
4. bandwidth-hog
   • Download a file many times, but do not save the data. Useful for stressing out a network... possibly your own