Insights & Architecture
Technical Writing
& Research
Open to Collaboration
I regularly publish new articles and papers here. Have a Machine Learning research idea or want to brainstorm architecture?
Why Linear Regression Minimizes Squared Error: A Probabilistic Explanation
Exploring the mathematical foundations of linear regression and diving deep into the probabilistic reasoning behind minimizing squared error.
Mar 2024 5 min read
Machine LearningMathematicsProbability
The Hidden Machinery Behind Modern AI: A Deep Dive into Data Preprocessing for Data Streams
Analyzing the critical data preprocessing pipelines required for handling continuous, real-time data streams in modern AI architectures.
Feb 2024 7 min read
AIData EngineeringPipelines
Structural Shift in Peak Power Demand: Forecasting Nocturnal Grid Volatility
Currently authoring a formal research paper applying RidgeCV regression to model urban grid stress. The study explores the mathematical identification of a 'Cooling Trap' that severely decouples power demand from renewable generation availability.
In Progress Academic Paper
Ridge RegressionEnergy ArchitectureUpcoming