2026-04-15
Attention Through the Lens of Numerical Linear Algebra
From the database analogy to randomised approximation — a mathematical reading of the attention mechanism and the numerical methods that now sit underneath every modern Transformer.
Mathematics & AI
2025-01-21
Additive Multi-Attribute Value Theory in Talent Acquisition
Applying MAVT to build objective candidate scoring systems with mathematical foundations
2024-09-15
Building LLM Applications with LangChain: Go, Python, and AWS
A practical guide to building LLM applications using LangChain in Go and Python, with AWS Bedrock integration and RAG pipelines
2022-09-14
Graph Theory: A Mathematical Overview
An exploration of graph theory's mathematical foundations—from Euler's bridges to modern network analysis.
2022-04-18
Getting Started with Linear Regression in Matlab (From Scratch)
There is no better way to understand a machine learning algorithm than to build it yourself, with nothing between you and the mathematics. Toolboxes are convenient — and I use them in production — but …