This essay explains how linear algebra and probability distributions form the mathematical foundation of machine learning models. It explores how vectors, matrices, tensors, and probabilistic reasoning enable learning, prediction, and uncertainty handling in modern ML systems.
Category: Scripting
Linux – Automation using Crontab & Scheduling Tasks
Overview of Linux crontab and task scheduling, including automated backups, user management, shell scripting, compressed archives, and recurring system tasks.
The NotPetya Cybersecurity Attack & Breach
Explains the NotPetya cybersecurity attack, how it spread, why it caused widespread damage, and the key lessons learned about resilience, segmentation, and global cyber risk.
Cyber Threats vs. Cyber Attacks
Explains the difference between cyber threats and cyber attacks, how each affects risk, defense strategies, and organizational security planning.
Linux – Scripting
Overview of Linux scripting fundamentals, including automation, task efficiency, system management workflows, and how scripting improves technical productivity.