Detecting the Confusion !!

src : https://www.securityroundtable.org/wp-content/uploads/2019/06/machine-learning-840x485.png

What is Cyber Security ?

❗ THE IMPORTANCE OF CYBER SECURITY

How ML is assisting to detect cyber-threats ?

Confusion matrix

Confusion matrix for binary classification.

KDD CUP 1999 :

KDD CUP 1999–14 features
one hot encoding on protocol type column
Evaluation result for testing data

1. Servers are high value

2. Server downtime is costly

3. Servers are the perfect staging ground

  1. Network intrusion detection system using deep neural networks
    Mohammed Maithem and Ghadaa A. Al-sultany 2021 J. Phys.: Conf
    https://iopscience.iop.org/article/10.1088/1742-6596/1804/1/012138/pdf
  2. Windows Defender Antivirus and layered machine learning defenses
    Microsoft Defender Security Research Team
    https://www.microsoft.com/security/blog/2017/12/11/detonating-a-bad-rabbit-windows-defender-antivirus-and-layered-machine-learning-defenses/

--

--

Get the Medium app

A button that says 'Download on the App Store', and if clicked it will lead you to the iOS App store
A button that says 'Get it on, Google Play', and if clicked it will lead you to the Google Play store
Ansh@24

Ansh@24

Technological Enthusiast , Like to express what is need of time, Relates real world to philosophical insights