Thinking out loud
Notes on data engineering, software patterns, and the philosophy of building technical systems that last.
Articles
Exploring identity through the lens of data structures and programming paradigms.
8 MIN READWhy object-oriented patterns still matter in an increasingly functional world - lessons from system design.
6 MIN READUnderstanding pure functions, state management, and side effects in complex data pipelines.
10 MIN READHands-on notebooks
Handling imbalanced datasets with under-sampling and iterative imputation for cleaner model inputs.
A deep dive into Python's object-representation dunder methods and their practical use cases.
An end-to-end cleaning pipeline for complex, nested Audible scraped datasets.