How Linear Algebra and Probability Distributions Concepts Are Utilized in Various ML Models

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.

Components of a Business: What They Are & Their Relation to IT & Cybersecurity

Every component of a business—from R&D to Sales—is now digitized. This paper details how IT and cybersecurity must move from support roles to strategic partners to drive competitive advantage and control organizational risk. Download the full report!

Standing Desk Time Tracker

I built a simple Excel Standing Desk Time Tracker to create a quick, one-stop way to log standing sessions and clearly track week-to-week progress. ✅ Track up to 8 sessions/day (start/end time)✅ Auto-calculates durations + daily totals✅ Weekly summary (total hours + daily average)✅ Year-long “Master Tracking” sheet for quarterly + annual progress Excel keeps…

First Amendment Freedoms & Protections: The Cyber World and You

This paper analyzes First Amendment freedoms in the digital world, examining the roles of government institutions and private platforms in moderating misleading or harmful content. It explores legal limits on speech, platform responsibility, protest rights, and the impact of technology on democratic discourse and cybersecurity law.

Building Amazon’s Next-Generation Fulfillment Network

How did Amazon cut shipping costs & boost delivery speed? I break down the Project FC Network Initiative—the massive regionalization effort powered by network optimization, Edge Computing, and AWS cloud. See the business case for next-gen fulfillment. Read the full paper!

The CIA Triad & the AAA Framework

Dive into the essential backbone of cybersecurity. This paper breaks down the CIA Triad (Confidentiality, Integrity, Availability) and pairs it with the operational power of the AAA Framework (Authentication, Authorization, Accounting). Learn how these twin concepts form the non-negotiable foundation for securing any modern digital asset.