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

• (Network) Intrusion Detection

  • KDD cup ‘99
    • 100% Accuracy
    • Blog post
  • NSL-KDD (corrected dataset based off KDD cup ‘99’)
    • 98% Accuracy
    • Effects of Dimensionality Reduction
    • Blog post
  • UNSW_NB15
    • 94.8% Accuracy
      • 91% Accuracy with a feedforward neural network, 94.8% with Ensemble (of non neural network techniques, 'voting')
      • Autoencoder of Anomaly Detection
      • Upsupervised with PYOD, which is a "A Python Toolbox for Scalable Outlier Detection (Anomaly Detection)"

• Anomaly Detection

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

• Utilities

  • Rainbow Table of several Hashing Algorithms* A simple hash lookup table
  • Bandwidth Hog* Download a file many times, but do not save the data. Useful for stressing out a network... possibly your own
  • File (de)Encryption* boilerplate code for my latter use
  • 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
  • Simple keylogger
  • Dos script

1. CMPT 318: Cyber Security
   • Presentation on Anomaly Detection
2. myPybackdoor
   • Navigate 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
5. Rainbow table of serval hashing algorithm
   • A simple hash lookup table, easily expandable to fit your needs